diff --git a/networks/CNO_extras/Make.package b/networks/CNO_extras/Make.package
index 39c65eca7..3c406e47f 100644
--- a/networks/CNO_extras/Make.package
+++ b/networks/CNO_extras/Make.package
@@ -5,6 +5,7 @@ ifeq ($(USE_REACT),TRUE)
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += partition_functions.H
+  CEXE_sources += partition_functions_data.cpp
   CEXE_headers += actual_rhs.H
   CEXE_headers += reaclib_rates.H
   CEXE_headers += table_rates.H
diff --git a/networks/CNO_extras/actual_network.H b/networks/CNO_extras/actual_network.H
index 8ad78cc68..241e2f8f3 100644
--- a/networks/CNO_extras/actual_network.H
+++ b/networks/CNO_extras/actual_network.H
@@ -30,64 +30,64 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == C12) {
-            return 92.16172800000001_rt;
+            return 92.16173498399803_rt;
         }
         else if constexpr (spec == C13) {
-            return 97.108037_rt;
+            return 97.10804378399916_rt;
         }
         else if constexpr (spec == N13) {
-            return 94.105219_rt;
+            return 94.10522604799917_rt;
         }
         else if constexpr (spec == N14) {
-            return 104.65859599999999_rt;
+            return 104.65860734799753_rt;
         }
         else if constexpr (spec == N15) {
-            return 115.4919_rt;
+            return 115.49190414799887_rt;
         }
         else if constexpr (spec == O14) {
-            return 98.731892_rt;
+            return 98.73189611199996_rt;
         }
         else if constexpr (spec == O15) {
-            return 111.95538_rt;
+            return 111.95539521199862_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == O17) {
-            return 131.76237600000002_rt;
+            return 131.76239561199873_rt;
         }
         else if constexpr (spec == O18) {
-            return 139.807746_rt;
+            return 139.8077658120019_rt;
         }
         else if constexpr (spec == F17) {
-            return 128.21957600000002_rt;
+            return 128.21958437599824_rt;
         }
         else if constexpr (spec == F18) {
-            return 137.369484_rt;
+            return 137.36950247599816_rt;
         }
         else if constexpr (spec == F19) {
-            return 147.801342_rt;
+            return 147.80136567599766_rt;
         }
         else if constexpr (spec == Ne18) {
-            return 132.142626_rt;
+            return 132.14265544000227_rt;
         }
         else if constexpr (spec == Ne19) {
-            return 143.779517_rt;
+            return 143.7795235400008_rt;
         }
         else if constexpr (spec == Ne20) {
-            return 160.6448_rt;
+            return 160.64482384000075_rt;
         }
         else if constexpr (spec == Mg22) {
-            return 168.58074200000001_rt;
+            return 168.58082376800303_rt;
         }
         else if constexpr (spec == Mg24) {
-            return 198.25701600000002_rt;
+            return 198.2570479679962_rt;
         }
         else if constexpr (spec == Fe56) {
-            return 492.2598239999999_rt;
+            return 492.2599506639962_rt;
         }
 
 
diff --git a/networks/CNO_extras/actual_rhs.H b/networks/CNO_extras/actual_rhs.H
index 6ba23deb2..499569a73 100644
--- a/networks/CNO_extras/actual_rhs.H
+++ b/networks/CNO_extras/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -687,7 +689,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
     // Fill approximate rates
 
-    fill_approx_rates<do_T_derivatives, T>(tfactors, rate_eval);
+    fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
     // Calculate tabular rates
 
@@ -973,9 +975,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -1497,7 +1502,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -1505,7 +1512,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/CNO_extras/cno_extras.png b/networks/CNO_extras/cno_extras.png
index 65c41ac0f..63e1c2690 100644
Binary files a/networks/CNO_extras/cno_extras.png and b/networks/CNO_extras/cno_extras.png differ
diff --git a/networks/CNO_extras/cno_extras_hide_alpha.png b/networks/CNO_extras/cno_extras_hide_alpha.png
index 2df9d36a1..6d3ae6a14 100644
Binary files a/networks/CNO_extras/cno_extras_hide_alpha.png and b/networks/CNO_extras/cno_extras_hide_alpha.png differ
diff --git a/networks/CNO_extras/partition_functions.H b/networks/CNO_extras/partition_functions.H
index 49793556f..3ee3b8049 100644
--- a/networks/CNO_extras/partition_functions.H
+++ b/networks/CNO_extras/partition_functions.H
@@ -17,21 +17,21 @@ namespace part_fun {
 
     // interpolation routine
 
-    template <int npts>
+    template <typename T>
     AMREX_GPU_HOST_DEVICE AMREX_INLINE
-    void interpolate_pf(const amrex::Real t9, const amrex::Real (&temp_array)[npts], const amrex::Real (&pf_array)[npts],
+    void interpolate_pf(const amrex::Real t9, const T& temp_array, const T& pf_array,
                         amrex::Real& pf, amrex::Real& dpf_dT) {
 
-        if (t9 >= temp_array[0] && t9 < temp_array[npts-1]) {
+        if (t9 >= temp_array.lo() && t9 < temp_array.hi()) {
 
             // find the largest temperature element <= t9 using a binary search
 
-            int left = 0;
-            int right = npts;
+            int left = temp_array.lo();
+            int right = temp_array.hi();
 
             while (left < right) {
                 int mid = (left + right) / 2;
-                if (temp_array[mid] > t9) {
+                if (temp_array(mid) > t9) {
                     right = mid;
                 } else {
                     left = mid + 1;
@@ -44,11 +44,12 @@ namespace part_fun {
 
             // construct the slope -- this is (log10(pf_{i+1}) - log10(pf_i)) / (T_{i+1} - T_i)
 
-            amrex::Real slope = (pf_array[idx+1] - pf_array[idx]) / (temp_array[idx+1] - temp_array[idx]);
+            amrex::Real slope = (pf_array(idx+1) - pf_array(idx)) /
+                                (temp_array(idx+1) - temp_array(idx));
 
             // find the PF
 
-            amrex::Real log10_pf = pf_array[idx] + slope * (t9 - temp_array[idx]);
+            amrex::Real log10_pf = pf_array(idx) + slope * (t9 - temp_array(idx));
             pf = std::pow(10.0_rt, log10_pf);
 
             // find the derivative (with respect to T, not T9)
diff --git a/networks/CNO_extras/partition_functions_data.cpp b/networks/CNO_extras/partition_functions_data.cpp
new file mode 100644
index 000000000..e4dc2a8c0
--- /dev/null
+++ b/networks/CNO_extras/partition_functions_data.cpp
@@ -0,0 +1,14 @@
+#include <AMReX_Array.H>
+#include <string>
+#include <table_rates.H>
+#include <AMReX_Print.H>
+
+#include <partition_functions.H>
+
+using namespace amrex;
+
+namespace part_fun {
+
+
+}
+
diff --git a/networks/CNO_extras/reaclib_rates.H b/networks/CNO_extras/reaclib_rates.H
index 711aafbdf..f1c7f7907 100644
--- a/networks/CNO_extras/reaclib_rates.H
+++ b/networks/CNO_extras/reaclib_rates.H
@@ -4483,7 +4483,10 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors, [[maybe_unused]] T& rate_eval)
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
 {
 
     [[maybe_unused]] amrex::Real rate{};
diff --git a/networks/ECSN/Make.package b/networks/ECSN/Make.package
index 39c65eca7..3c406e47f 100644
--- a/networks/ECSN/Make.package
+++ b/networks/ECSN/Make.package
@@ -5,6 +5,7 @@ ifeq ($(USE_REACT),TRUE)
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += partition_functions.H
+  CEXE_sources += partition_functions_data.cpp
   CEXE_headers += actual_rhs.H
   CEXE_headers += reaclib_rates.H
   CEXE_headers += table_rates.H
diff --git a/networks/ECSN/actual_network.H b/networks/ECSN/actual_network.H
index cf6085ed7..f8710cc73 100644
--- a/networks/ECSN/actual_network.H
+++ b/networks/ECSN/actual_network.H
@@ -30,34 +30,34 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == O20) {
-            return 151.3714_rt;
+            return 151.37138571200194_rt;
         }
         else if constexpr (spec == F20) {
-            return 154.40268_rt;
+            return 154.40270167600102_rt;
         }
         else if constexpr (spec == Ne20) {
-            return 160.6448_rt;
+            return 160.64482384000075_rt;
         }
         else if constexpr (spec == Mg24) {
-            return 198.25701600000002_rt;
+            return 198.2570479679962_rt;
         }
         else if constexpr (spec == Al27) {
-            return 224.951931_rt;
+            return 224.95193723199915_rt;
         }
         else if constexpr (spec == Si28) {
-            return 236.536832_rt;
+            return 236.53684539599638_rt;
         }
         else if constexpr (spec == P31) {
-            return 262.91617699999995_rt;
+            return 262.9161999600037_rt;
         }
         else if constexpr (spec == S32) {
-            return 271.78012800000005_rt;
+            return 271.78016372399725_rt;
         }
 
 
diff --git a/networks/ECSN/actual_rhs.H b/networks/ECSN/actual_rhs.H
index dd2f295be..dc73d0c79 100644
--- a/networks/ECSN/actual_rhs.H
+++ b/networks/ECSN/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -269,7 +271,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
     // Fill approximate rates
 
-    fill_approx_rates<do_T_derivatives, T>(tfactors, rate_eval);
+    fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
     // Calculate tabular rates
 
@@ -499,9 +501,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -717,7 +722,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -725,7 +732,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/ECSN/partition_functions.H b/networks/ECSN/partition_functions.H
index 1e068bfe0..4745875eb 100644
--- a/networks/ECSN/partition_functions.H
+++ b/networks/ECSN/partition_functions.H
@@ -17,21 +17,21 @@ namespace part_fun {
 
     // interpolation routine
 
-    template <int npts>
+    template <typename T>
     AMREX_GPU_HOST_DEVICE AMREX_INLINE
-    void interpolate_pf(const amrex::Real t9, const amrex::Real (&temp_array)[npts], const amrex::Real (&pf_array)[npts],
+    void interpolate_pf(const amrex::Real t9, const T& temp_array, const T& pf_array,
                         amrex::Real& pf, amrex::Real& dpf_dT) {
 
-        if (t9 >= temp_array[0] && t9 < temp_array[npts-1]) {
+        if (t9 >= temp_array.lo() && t9 < temp_array.hi()) {
 
             // find the largest temperature element <= t9 using a binary search
 
-            int left = 0;
-            int right = npts;
+            int left = temp_array.lo();
+            int right = temp_array.hi();
 
             while (left < right) {
                 int mid = (left + right) / 2;
-                if (temp_array[mid] > t9) {
+                if (temp_array(mid) > t9) {
                     right = mid;
                 } else {
                     left = mid + 1;
@@ -44,11 +44,12 @@ namespace part_fun {
 
             // construct the slope -- this is (log10(pf_{i+1}) - log10(pf_i)) / (T_{i+1} - T_i)
 
-            amrex::Real slope = (pf_array[idx+1] - pf_array[idx]) / (temp_array[idx+1] - temp_array[idx]);
+            amrex::Real slope = (pf_array(idx+1) - pf_array(idx)) /
+                                (temp_array(idx+1) - temp_array(idx));
 
             // find the PF
 
-            amrex::Real log10_pf = pf_array[idx] + slope * (t9 - temp_array[idx]);
+            amrex::Real log10_pf = pf_array(idx) + slope * (t9 - temp_array(idx));
             pf = std::pow(10.0_rt, log10_pf);
 
             // find the derivative (with respect to T, not T9)
diff --git a/networks/ECSN/partition_functions_data.cpp b/networks/ECSN/partition_functions_data.cpp
new file mode 100644
index 000000000..e4dc2a8c0
--- /dev/null
+++ b/networks/ECSN/partition_functions_data.cpp
@@ -0,0 +1,14 @@
+#include <AMReX_Array.H>
+#include <string>
+#include <table_rates.H>
+#include <AMReX_Print.H>
+
+#include <partition_functions.H>
+
+using namespace amrex;
+
+namespace part_fun {
+
+
+}
+
diff --git a/networks/ECSN/reaclib_rates.H b/networks/ECSN/reaclib_rates.H
index 7c47aa008..fe7a4aa68 100644
--- a/networks/ECSN/reaclib_rates.H
+++ b/networks/ECSN/reaclib_rates.H
@@ -910,7 +910,10 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors, [[maybe_unused]] T& rate_eval)
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
 {
 
     [[maybe_unused]] amrex::Real rate{};
diff --git a/networks/ase/Make.package b/networks/ase/Make.package
index 39c65eca7..3c406e47f 100644
--- a/networks/ase/Make.package
+++ b/networks/ase/Make.package
@@ -5,6 +5,7 @@ ifeq ($(USE_REACT),TRUE)
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += partition_functions.H
+  CEXE_sources += partition_functions_data.cpp
   CEXE_headers += actual_rhs.H
   CEXE_headers += reaclib_rates.H
   CEXE_headers += table_rates.H
diff --git a/networks/ase/actual_network.H b/networks/ase/actual_network.H
index cab31b6e2..9f542157e 100644
--- a/networks/ase/actual_network.H
+++ b/networks/ase/actual_network.H
@@ -33,67 +33,67 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == C12) {
-            return 92.16172800000001_rt;
+            return 92.16173498399803_rt;
         }
         else if constexpr (spec == N13) {
-            return 94.105219_rt;
+            return 94.10522604799917_rt;
         }
         else if constexpr (spec == N14) {
-            return 104.65859599999999_rt;
+            return 104.65860734799753_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == F18) {
-            return 137.369484_rt;
+            return 137.36950247599816_rt;
         }
         else if constexpr (spec == Ne20) {
-            return 160.6448_rt;
+            return 160.64482384000075_rt;
         }
         else if constexpr (spec == Ne21) {
-            return 167.405973_rt;
+            return 167.40598973999658_rt;
         }
         else if constexpr (spec == Na22) {
-            return 174.144674_rt;
+            return 174.14457080400098_rt;
         }
         else if constexpr (spec == Na23) {
-            return 186.56433900000002_rt;
+            return 186.56435240400242_rt;
         }
         else if constexpr (spec == Mg24) {
-            return 198.25701600000002_rt;
+            return 198.2570479679962_rt;
         }
         else if constexpr (spec == Al27) {
-            return 224.951931_rt;
+            return 224.95193723199915_rt;
         }
         else if constexpr (spec == Si28) {
-            return 236.536832_rt;
+            return 236.53684539599638_rt;
         }
         else if constexpr (spec == P31) {
-            return 262.91617699999995_rt;
+            return 262.9161999600037_rt;
         }
         else if constexpr (spec == S32) {
-            return 271.78012800000005_rt;
+            return 271.78016372399725_rt;
         }
         else if constexpr (spec == Ar36) {
-            return 306.716724_rt;
+            return 306.7167469519991_rt;
         }
         else if constexpr (spec == Ca40) {
-            return 342.05212000000006_rt;
+            return 342.05218528000114_rt;
         }
         else if constexpr (spec == Ti44) {
-            return 375.47488000000004_rt;
+            return 375.47496160800074_rt;
         }
         else if constexpr (spec == Cr48) {
-            return 411.46891200000005_rt;
+            return 411.4679399359957_rt;
         }
         else if constexpr (spec == Fe52) {
-            return 447.697848_rt;
+            return 447.6996182639923_rt;
         }
         else if constexpr (spec == Ni56) {
-            return 483.995624_rt;
+            return 483.9956965919919_rt;
         }
 
 
diff --git a/networks/ase/actual_rhs.H b/networks/ase/actual_rhs.H
index 72002e666..104eb98f7 100644
--- a/networks/ase/actual_rhs.H
+++ b/networks/ase/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -888,7 +890,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
     // Fill approximate rates
 
-    fill_approx_rates<do_T_derivatives, T>(tfactors, rate_eval);
+    fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
     // Calculate tabular rates
 
@@ -1183,9 +1185,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -1737,7 +1742,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -1745,7 +1752,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/ase/ase.png b/networks/ase/ase.png
index b03e4453b..8fa39c55e 100644
Binary files a/networks/ase/ase.png and b/networks/ase/ase.png differ
diff --git a/networks/ase/partition_functions.H b/networks/ase/partition_functions.H
index 34445edac..91f3b786e 100644
--- a/networks/ase/partition_functions.H
+++ b/networks/ase/partition_functions.H
@@ -17,504 +17,119 @@ namespace part_fun {
 
     // this is T9
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real temp_array_1[npts_1] = {
-        0.01, 0.15, 0.2, 0.3, 0.4,
-        0.5, 0.6, 0.7, 0.8, 0.9,
-        1.0, 1.5, 2.0, 2.5, 3.0,
-        3.5, 4.0, 4.5, 5.0, 6.0,
-        7.0, 8.0, 9.0, 10.0, 12.0,
-        14.0, 16.0, 18.0, 20.0, 22.0,
-        24.0, 26.0, 28.0, 30.0, 35.0,
-        40.0, 45.0, 50.0, 55.0, 60.0,
-        65.0, 70.0, 75.0, 80.0, 85.0,
-        90.0, 95.0, 100.0, 105.0, 110.0,
-        115.0, 120.0, 125.0, 130.0, 135.0,
-        140.0, 145.0, 150.0, 155.0, 160.0,
-        165.0, 170.0, 175.0, 180.0, 190.0,
-        200.0, 210.0, 220.0, 230.0, 240.0,
-        250.0, 275.0,
-    };
-
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> temp_array_1;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real O16_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.012837224705172217,
-        0.03742649794062367, 0.07188200730612536, 0.1205739312058499, 0.1846914308175988, 0.26245108973042947,
-        0.3463529744506387, 0.437750562820388, 0.534026106056135, 0.6344772701607315, 0.8981764834976765,
-        1.1760912590556813, 1.4668676203541096, 1.7641761323903307, 2.0644579892269186, 2.367355921026019,
-        2.667452952889954, 2.9656719712201065, 3.2624510897304293, 3.555094448578319, 3.845098040014257,
-        4.133538908370218, 4.419955748489758, 4.704150516839799, 4.986771734266245, 5.267171728403014,
-        5.547774705387822, 5.8267225201689925, 6.103803720955957, 6.380211241711606, 6.6551384348113825,
-        6.929929560084588, 7.204119982655925, 7.477121254719663, 7.748962861256161, 8.021189299069938,
-        8.292256071356476, 8.562292864456476, 8.832508912706237, 9.100370545117563, 9.640481436970422,
-        10.178976947293169, 10.714329759745233, 11.250420002308894, 11.785329835010767, 12.320146286111054,
-        12.856124444242301, 14.195899652409233,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> O16_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real F18_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.008600171761917567, 0.02530586526477026, 0.04921802267018165,
-        0.08635983067474821, 0.12385164096708583, 0.16731733474817606, 0.20682587603184974, 0.28330122870354957,
-        0.35024801833416286, 0.4065401804339551, 0.45331834004703764, 0.4941545940184428, 0.6646419755561255,
-        0.756636108245848, 0.8419848045901139, 0.9232440186302765, 1.0043213737826426, 1.08278537031645,
-        1.1643528557844371, 1.250420002308894, 1.3384564936046048, 1.429752280002408, 1.6748611407378116,
-        1.9405164849325671, 2.220108088040055, 2.505149978319906, 2.79309160017658, 3.0827853703164503,
-        3.369215857410143, 3.6570558528571038, 3.9434945159061026, 4.230448921378274, 4.514547752660286,
-        4.800029359244134, 5.086359830674748, 5.371067862271737, 5.657055852857104, 5.94299959336604,
-        6.230448921378274, 6.515873843711679, 6.803457115648414, 7.089905111439398, 7.378397900948138,
-        7.6674529528899535, 7.956168430475364, 8.24551266781415, 8.534026106056135, 8.823474229170301,
-        9.113943352306837, 9.403120521175818, 9.69460519893357, 9.984977126415494, 10.568201724066995,
-        11.152288344383056, 11.73798732633343, 12.324282455297693, 12.913813852383717, 13.503790683057181,
-        14.096910013008056, 15.584331224367531,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> F18_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ne20_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 6.948656121358244e-06, 0.00016586881316040883, 0.0011034421778731533, 0.003892457497077877,
-        0.00954097493969645, 0.01859524021829981, 0.03107544483336982, 0.04661767038571622, 0.0846241727916796,
-        0.12822183093465686, 0.174311933665943, 0.22124805254602342, 0.2683385291343481, 0.36172783601759284,
-        0.456366033129043, 0.5514499979728752, 0.6483600109809317, 0.7466341989375788, 0.8481891169913987,
-        0.9532763366673044, 1.0644579892269186, 1.1789769472931695, 1.3031960574204888, 1.6434526764861874,
-        2.0170333392987803, 2.4099331233312946, 2.8068580295188172, 3.2013971243204513, 3.5899496013257077,
-        3.9731278535996988, 4.352182518111363, 4.725911632295048, 5.096910013008056, 5.465382851448418,
-        5.830588668685144, 6.193124598354461, 6.556302500767288, 6.916980047320382, 7.276461804173244,
-        7.6344772701607315, 7.991669007379948, 8.34830486304816, 8.703291378118662, 9.056904851336473,
-        9.411619705963231, 9.763427993562937, 10.117271295655764, 10.46686762035411, 10.818225893613956,
-        11.170261715394957, 11.519827993775719, 11.869231719730976, 12.217483944213907, 12.916453948549925,
-        13.613841821876068, 14.3096301674259, 15.004321373782643, 15.702430536445526, 16.399673721481037,
-        17.096910013008056, 18.838849090737256,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ne20_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ne21_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 8.685880952436747e-07, 2.4754079983896385e-05,
-        0.0001901793368385613, 0.0007372402163824667, 0.0019404293040471109, 0.0040039218205739505, 0.007021925578680666,
-        0.010986057727319889, 0.04118891376750491, 0.0777722105539352, 0.11230632139519969, 0.14260436993417835,
-        0.16888829052162926, 0.19197861038694294, 0.2126999294489824, 0.23172922294680384, 0.2666728249346414,
-        0.2996105757244402, 0.3321030146619489, 0.3650139334448046, 0.3988146649899236, 0.46982201597816303,
-        0.546542663478131, 0.6283889300503115, 0.7176705030022621, 0.8142475957319202, 0.9180303367848801,
-        1.0293837776852097, 1.14921911265538, 1.276461804173244, 1.4082399653118496, 1.760422483423212,
-        2.1271047983648077, 2.499687082618404, 2.870403905279027, 3.2380461031287955, 3.603144372620182,
-        3.9656719712201065, 4.326335860928752, 4.683947130751513, 5.041392685158225, 5.396199347095736,
-        5.752048447819439, 6.107209969647869, 6.4623979978989565, 6.817565369559781, 7.173186268412274,
-        7.5276299008713385, 7.8819549713396, 8.23552844690755, 8.5910646070265, 8.944975908412047,
-        9.298853076409706, 9.653212513775344, 10.008600171761918, 10.361727836017593, 10.716837723299525,
-        11.071882007306126, 11.424881636631067, 11.780317312140152, 12.133538908370218, 12.84447717574568,
-        13.55509444857832, 14.267171728403014, 14.979548374704095, 15.693726948923647, 16.40823996531185,
-        17.123851640967086, 18.923244018630278,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ne21_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Na22_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        4.342942647204277e-07, 2.605759074128604e-06, 1.3028639028478182e-05, 4.559852671908958e-05, 0.00011984873864003521,
-        0.0002626687122755098, 0.0029928105843703536, 0.010836979076306525, 0.02428653620880802, 0.04242704733870039,
-        0.06402310268617777, 0.08796765614200239, 0.11338308526345184, 0.13961150376071624, 0.19275584832811385,
-        0.2451455832343637, 0.2958922043442712, 0.3448263511644293, 0.39212883410565064, 0.48287358360875376,
-        0.5717088318086876, 0.6627578316815741, 0.756636108245848, 0.8561244442423004, 0.9633155113861113,
-        1.0791812460476249, 1.2013971243204515, 1.3283796034387378, 1.4638929889859074, 1.8215135284047732,
-        2.1931245983544616, 2.5705429398818973, 2.9474337218870508, 3.322219294733919, 3.6954816764901977,
-        4.068185861746161, 4.4361626470407565, 4.804820678721162, 5.173186268412274, 5.540329474790874,
-        5.907411360774586, 6.27415784926368, 6.642464520242122, 7.008600171761918, 7.378397900948138,
-        7.746634198937579, 8.113943352306837, 8.482873583608754, 8.851258348719075, 9.220108088040055,
-        9.588831725594208, 9.957607287060096, 10.32633586092875, 10.695481676490198, 11.064457989226918,
-        11.4345689040342, 11.80413943233535, 12.173186268412273, 12.544068044350276, 13.285557309007773,
-        14.02938377768521, 14.773054693364262, 15.518513939877888, 16.264817823009537, 17.012837224705173,
-        17.76492298464989, 19.64933485871214,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Na22_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Na23_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 1.7371744532199383e-06,
-        2.3885539658322847e-05, 0.00013113713282427166, 0.0004423207528904243, 0.0010999766245234136, 0.002232173197636284,
-        0.003929471989446119, 0.021128907257497758, 0.0479649055541949, 0.07726249885377771, 0.10525805048344757,
-        0.13079227003361296, 0.15390201926318714, 0.17503899265296466, 0.19472325248715508, 0.23147162936712465,
-        0.26668504599022796, 0.3016913566252569, 0.33713446730536967, 0.37335950050705796, 0.4487063199050799,
-        0.5314789170422551, 0.6211762817750351, 0.7218106152125465, 0.8344207036815325, 0.9590413923210935,
-        1.0934216851622351, 1.2405492482825997, 1.3926969532596658, 1.5514499979728753, 1.9628426812012425,
-        2.383815365980431, 2.803457115648414, 3.220108088040055, 3.6344772701607315, 4.045322978786658,
-        4.453318340047038, 4.857935264719429, 5.26245108973043, 5.664641975556125, 6.064457989226918,
-        6.466867620354109, 6.867467487859051, 7.267171728403014, 7.666517980554881, 8.064457989226918,
-        8.463892988985908, 8.861534410859038, 9.260071387985075, 9.656098202012831, 10.05307844348342,
-        10.450249108319362, 10.846337112129806, 11.243038048686294, 11.638489256954637, 12.03342375548695,
-        12.429752280002408, 12.826074802700827, 13.222716471147583, 13.6170003411209, 14.40823996531185,
-        15.20139712432045, 15.993876914941211, 16.787460474518415, 17.582063362911708, 18.378397900948137,
-        19.17609125905568, 21.173186268412273,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Na23_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Mg24_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        4.342942647204277e-07, 5.471765757979972e-05, 0.0007714899373308071, 0.0037633124724497633, 0.010764115210255056,
-        0.022625058328435317, 0.039160607597355665, 0.05951911533271758, 0.08262238957783377, 0.13324118689139802,
-        0.185518640557017, 0.2370005304649223, 0.2870228837145503, 0.3357157930198095, 0.43136376415898736,
-        0.5263392773898441, 0.6253124509616739, 0.7307822756663892, 0.8463371121298052, 0.9749719942980689,
-        1.1172712956557642, 1.2741578492636798, 1.4424797690644486, 1.6232492903979006, 2.103803720955957,
-        2.598790506763115, 3.089905111439398, 3.577491799837225, 4.05307844348342, 4.52244423350632,
-        4.984527313343793, 5.440909082065217, 5.894869656745253, 6.344392273685111, 6.791690649020118,
-        7.235528446907549, 7.6785183790401135, 8.12057393120585, 8.558708570533165, 8.99563519459755,
-        9.431363764158988, 9.866287339084195, 10.301029995663981, 10.732393759822969, 11.164352855784436,
-        11.594392550375426, 12.02530586526477, 12.453318340047037, 12.881384656770573, 13.3096301674259,
-        13.736396502276643, 14.161368002234974, 14.588831725594208, 15.012837224705173, 15.86569605991607,
-        16.715167357848458, 17.56466606425209, 18.413299764081252, 19.26245108973043, 20.113943352306837,
-        20.96284268120124, 23.089905111439396,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Mg24_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Al27_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 8.685880952436747e-07, 3.4743419578801875e-06,
-        1.0422942490878872e-05, 0.00032429686817590634, 0.0018833542475028369, 0.005477808032249925, 0.011239204769804155,
-        0.01890428637893266, 0.028126564553716336, 0.03862016194970278, 0.05018673657450416, 0.07608019569340022,
-        0.10530099179798431, 0.13774106877747655, 0.1734986149135784, 0.21278880583973628, 0.30319605742048883,
-        0.4099331233312945, 0.5352941200427705, 0.6794278966121189, 0.8394780473741984, 1.0128372247051722,
-        1.1958996524092338, 1.3873898263387294, 1.5843312243675307, 1.783903579272735, 2.287801729930226,
-        2.7944880466591697, 3.296665190261531, 3.7944880466591697, 4.2878017299302265, 4.779596491257824,
-        5.269512944217916, 5.7558748556724915, 6.2405492482825995, 6.725094521081469, 7.209515014542631,
-        7.691081492122969, 8.173186268412275, 8.653212513775344, 9.133538908370218, 9.611723308007342,
-        10.089905111439398, 10.568201724066995, 11.045322978786658, 11.521138083704036, 11.997386384397313,
-        12.472756449317213, 12.947923619831727, 13.423245873936807, 13.89707700320942, 14.371067862271737,
-        14.845098040014257, 15.320146286111054, 15.79309160017658, 16.267171728403014, 17.214843848047696,
-        18.161368002234976, 19.110589710299248, 20.060697840353612, 21.012837224705173, 21.96284268120124,
-        22.915927211697117, 25.305351369446623,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Al27_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Si28_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 2.1714669808675565e-06, 7.12184552784347e-05, 0.0005624812393818785, 0.002223099674110693,
-        0.0059171580771474625, 0.012282407118825528, 0.02157709561709228, 0.03370716078346824, 0.06502557053071237,
-        0.1027522772573885, 0.14387160800291654, 0.1866035043986153, 0.2302807913268337, 0.3222192947339193,
-        0.42324587393680785, 0.541579243946581, 0.6839471307515121, 0.8518696007297664, 1.041392685158225,
-        1.250420002308894, 1.4727564493172123, 1.7024305364455252, 1.9375178920173466, 2.531478917042255,
-        3.12057393120585, 3.7024305364455254, 4.271841606536499, 4.834420703681532, 5.389166084364533,
-        5.937517892017347, 6.481442628502305, 7.021189299069938, 7.557507201905658, 8.089905111439398,
-        8.622214022966295, 9.14921911265538, 9.675778341674086, 10.198657086954423, 10.721810615212547,
-        11.2405492482826, 11.75966784468963, 12.276461804173245, 12.791690649020119, 13.305351369446624,
-        13.818225893613956, 14.330413773349191, 14.840733234611807, 15.350248018334163, 15.85913829729453,
-        16.367355921026018, 16.8750612633917, 17.38201704257487, 17.88874096068289, 18.90036712865647,
-        19.911157608739977, 20.921166050637737, 21.9304395947667, 22.93951925261862, 23.948901760970212,
-        24.958563883221967, 27.48572142648158,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Si28_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real P31_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        4.342942647204277e-07, 4.820401221806151e-05, 0.0005624812393818785, 0.002468018295084159, 0.006670091319158333,
-        0.013688955408210905, 0.023674199668938998, 0.03655105068012579, 0.05215275629691826, 0.09085986215557586,
-        0.13887811232360858, 0.19608052467040618, 0.26289299085539924, 0.33982852740425823, 0.5237464668115644,
-        0.7419390777291989, 0.9827233876685453, 1.235528446907549, 1.4899584794248346, 1.7442929831226763,
-        1.9960736544852753, 2.24551266781415, 2.4913616938342726, 2.733999286538387, 3.330413773349191,
-        3.9132839017604186, 4.48572142648158, 5.049218022670182, 5.608526033577194, 6.164352855784437,
-        6.714329759745233, 7.264817823009537, 7.812913356642856, 8.359835482339887, 8.90687353472207,
-        9.453318340047037, 9.997823080745725, 10.54282542695918, 11.086359830674748, 11.629409599102718,
-        12.170261715394957, 12.712649701627212, 13.255272505103306, 13.79448804665917, 14.334453751150932,
-        14.874481817699467, 15.414973347970818, 15.953276336667304, 16.492760389026838, 17.029383777685208,
-        17.570542939881896, 18.10720996964787, 18.64738297011462, 19.187520720836464, 20.264817823009537,
-        21.342422680822207, 22.42160392686983, 23.503790683057183, 24.5854607295085, 25.66931688056611,
-        26.75511226639507, 29.477121254719663,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> P31_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real S32_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 5.211502513843472e-06, 6.948155872801059e-05, 0.0003893875360542875,
-        0.001336870159627728, 0.003378232401258555, 0.006963377556787149, 0.012456734172197398, 0.03011415790845077,
-        0.057484285853877215, 0.0950053699501746, 0.14295136988131382, 0.20165707691270435, 0.3521825181113625,
-        0.5502283530550941, 0.787460474518415, 1.0569048513364727, 1.3404441148401183, 1.631443769013172,
-        1.92272545799326, 2.2121876044039577, 2.4955443375464483, 2.7737864449811935, 3.44870631990508,
-        4.096910013008056, 4.726727209026572, 5.3404441148401185, 5.944975908412048, 6.541579243946581,
-        7.133538908370218, 7.720985744153739, 8.305351369446624, 8.888740960682892, 9.469822015978163,
-        10.049218022670182, 10.628388930050312, 11.20682587603185, 11.78175537465247, 12.356025857193123,
-        12.9304395947667, 13.502427119984432, 14.075546961392531, 14.645422269349092, 15.214843848047698,
-        15.783903579272735, 16.352182518111363, 16.920123326290724, 17.487138375477187, 18.053078443483418,
-        18.621176281775035, 19.187520720836464, 19.753583058892907, 20.318063334962762, 21.450249108319362,
-        22.580924975675618, 23.71264970162721, 24.84385542262316, 25.976808337338067, 27.110589710299248,
-        28.24551266781415, 31.08635983067475,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> S32_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Cl35_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 1.8239985202970884e-05, 0.00020710907627919203, 0.0009431313908907785, 0.002698987769012708,
-        0.005906875936599731, 0.010907713111778477, 0.017957319425972694, 0.027253766962590423, 0.0532486689285615,
-        0.09021853774459236, 0.13964204799692437, 0.20296975189964023, 0.28111453407611076, 0.48000694295715063,
-        0.7234556720351858, 0.9934362304976116, 1.2741578492636798, 1.5587085705331658, 1.841984804590114,
-        2.123851640967086, 2.401400540781544, 2.678518379040114, 2.951823035315912, 3.6263403673750423,
-        4.2878017299302265, 4.942008053022313, 5.588831725594207, 6.230448921378274, 6.870988813760575,
-        7.509202522331103, 8.146128035678238, 8.781036938621131, 9.414973347970818, 10.049218022670182,
-        10.681241237375588, 11.313867220369154, 11.943988875073773, 12.574031267727719, 13.204119982655925,
-        13.831229693867064, 14.457881896733992, 15.086359830674748, 15.710963118995275, 16.33645973384853,
-        16.96189547366785, 17.586587304671756, 18.212187604403958, 18.835056101720117, 19.45939248775923,
-        20.08278537031645, 20.705863712283918, 21.33041377334919, 21.95375969173323, 23.20139712432045,
-        24.450249108319362, 25.699837725867244, 26.950364854376122, 28.20139712432045, 29.456366033129044,
-        30.71264970162721, 33.862131379313034,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Cl35_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ar36_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 4.342942647204277e-07, 2.3451268844214655e-05, 0.00023141729162330258, 0.0010622869460975197,
-        0.0031540913067783544, 0.007135153007315866, 0.013474284663478431, 0.02245187936733961, 0.048771089883939175,
-        0.08643600351808534, 0.13560900039779808, 0.1965840257248699, 0.2696980636423851, 0.45331834004703764,
-        0.6848453616444125, 0.9585638832219674, 1.2624510897304295, 1.5809249756756194, 1.9057958803678685,
-        2.230448921378274, 2.550228353055094, 2.8662873390841948, 3.1760912590556813, 3.929418925714293,
-        4.657055852857104, 5.365487984890899, 6.060697840353612, 6.746634198937579, 7.426511261364575,
-        8.100370545117563, 8.773054693364262, 9.442479769064448, 10.11058971029925, 10.77451696572855,
-        11.437750562820387, 12.100370545117563, 12.758911892397974, 13.41664050733828, 14.071882007306126,
-        14.727541257028557, 15.38201704257487, 16.03342375548695, 16.684845361644413, 17.33445375115093,
-        17.983626287124533, 18.63144376901317, 19.27875360095283, 19.92582757462474, 20.57170883180869,
-        21.217483944213907, 21.863322860120455, 22.50785587169583, 23.152288344383056, 24.440909082065218,
-        25.72916478969277, 27.01703333929878, 28.305351369446623, 29.595496221825574, 30.885926339801433,
-        32.17897694729317, 35.41329976408125,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ar36_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real K39_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 3.908632748276029e-06, 3.4307908925770636e-05,
-        0.00016282990201490303, 0.0005394928156396339, 0.0014074368520356395, 0.0031075244141559894, 0.010846721573671135,
-        0.028297088943748088, 0.06095682921468604, 0.11414775667614005, 0.1912997955319451, 0.4132997640812518,
-        0.7015679850559274, 1.0170333392987803, 1.3384564936046048, 1.6599162000698502, 1.9772662124272926,
-        2.292256071356476, 2.6020599913279625, 2.910090545594068, 3.214843848047698, 3.9684829485539352,
-        4.710963118995275, 5.444044795918076, 6.173186268412274, 6.897627091290442, 7.619093330626742,
-        8.338456493604605, 9.056904851336473, 9.771587480881255, 10.48572142648158, 11.198657086954423,
-        11.907948521612273, 12.6170003411209, 13.324282455297693, 14.02938377768521, 14.733999286538387,
-        15.437750562820389, 16.139879086401237, 16.839478047374197, 17.539076098792776, 18.238046103128795,
-        18.936513742478894, 19.633468455579585, 20.33041377334919, 21.02530586526477, 21.723455672035186,
-        22.418301291319747, 23.113943352306837, 23.809559714635267, 24.505149978319906, 25.89542254603941,
-        27.285557309007775, 28.678518379040113, 30.071882007306126, 31.465382851448418, 32.860936620700095,
-        34.25767857486918, 37.761927838420526,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> K39_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ca40_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 3.4743419578801875e-06,
-        2.6056887215373325e-05, 0.00012419046343446514, 0.0004254001802063995, 0.0011532564515138494, 0.005324252203746658,
-        0.016451245325404363, 0.03938040551055626, 0.07909980819723089, 0.13972800117379408, 0.33041377334919086,
-        0.6063813651106049, 0.9385197251764918, 1.2988530764097066, 1.6693168805661123, 2.037426497940624,
-        2.403120521175818, 2.761927838420529, 3.113943352306837, 3.459392487759231, 4.301029995663981,
-        5.117271295655764, 5.9148718175400505, 6.701567985055927, 7.478566495593843, 8.250420002308894,
-        9.01703333929878, 9.781036938621131, 10.540329474790873, 11.296665190261532, 12.049218022670182,
-        12.801403710017356, 13.549003262025789, 14.294466226161592, 15.037426497940624, 15.779596491257825,
-        16.518513939877888, 17.255272505103306, 17.99211148778695, 18.72591163229505, 19.45939248775923,
-        20.19033169817029, 20.920645001406786, 21.650307523131936, 22.378397900948137, 23.10720996964787,
-        23.832508912706235, 24.558708570533167, 25.285557309007775, 26.008600171761916, 27.45939248775923,
-        28.907948521612273, 30.356025857193124, 31.804820678721164, 33.25285303097989, 34.704150516839796,
-        36.15533603746506, 39.78816837114117,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ca40_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Sc43_pf_array[npts_1] = {
-        0.0, 1.7371744532199383e-06, 3.2136602621167924e-05, 0.0006088881229004689, 0.0026394223512168323,
-        0.006348788305828209, 0.011375876688411647, 0.017242084547645732, 0.02355944464942603, 0.03006796257543875,
-        0.03661053325876141, 0.06810122175372875, 0.09804672309111766, 0.12848424511267922, 0.16058766813472455,
-        0.1946644458530261, 0.23055748142930874, 0.26792627543589265, 0.3064134462100847, 0.3856843680943845,
-        0.4672642331672854, 0.5514418243762168, 0.6393550853495756, 0.732465412501299, 0.9380190974762103,
-        1.1760912590556813, 1.4456042032735976, 1.7371926427047373, 2.0453229787866576, 2.359835482339888,
-        2.678518379040114, 3.0, 3.322219294733919, 3.6424645202421213, 4.439332693830263,
-        5.230448921378274, 6.017033339298781, 6.8020892578817325, 7.585460729508501, 8.36735592102602,
-        9.14921911265538, 9.929418925714293, 10.710117365111817, 11.489958479424836, 12.267171728403014,
-        13.045322978786658, 13.822168079368018, 14.597695185925513, 15.371067862271737, 16.146128035678238,
-        16.916453948549925, 17.687528961214635, 18.45788189673399, 19.227886704613674, 19.99694924849538,
-        20.76492298464989, 21.532754378992497, 22.30102999566398, 23.068185861746162, 23.835690571492425,
-        24.602059991327963, 25.369215857410143, 26.136720567156406, 26.903632516084237, 28.439332693830263,
-        29.97497199429807, 31.511883360978874, 33.05307844348342, 34.59217675739587, 36.13672056715641,
-        37.68214507637383, 41.55870857053316,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Sc43_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ti44_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 4.342942647204277e-07, 1.7371744532199383e-06,
-        7.382943437485089e-06, 0.0004987179011085028, 0.004043078170724821, 0.01413521502778782, 0.032426549056877405,
-        0.05856115101668825, 0.09131586357749837, 0.1294359425571275, 0.17190802974603506, 0.2667731684215763,
-        0.37035022176288673, 0.47788465213962983, 0.5860935485551829, 0.693748838923791, 0.9116901587538612,
-        1.1522883443830565, 1.4409090820652177, 1.7788744720027396, 2.1522883443830563, 2.5415792439465807,
-        2.9334872878487053, 3.322219294733919, 3.7041505168397992, 4.079181246047625, 4.996073654485276,
-        5.885361220031512, 6.757396028793024, 7.619093330626742, 8.472756449317213, 9.32221929473392,
-        10.167317334748176, 11.008600171761918, 11.85003325768977, 12.687528961214634, 13.52244423350632,
-        14.354108439147401, 15.1846914308176, 16.012837224705173, 16.836956737059552, 17.65991620006985,
-        18.481442628502304, 19.298853076409706, 20.117271295655765, 20.9329808219232, 21.746634198937578,
-        22.559906625036113, 23.371067862271737, 24.181843587944773, 24.991226075692495, 25.799340549453582,
-        26.60745502321467, 27.414973347970818, 28.220108088040057, 29.02530586526477, 30.63748972951251,
-        32.247973266361804, 33.8561244442423, 35.46538285144842, 37.07554696139253, 38.68484536164441,
-        40.29666519026153, 44.33041377334919,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ti44_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real V47_pf_array[npts_1] = {
-        2.518834949526704e-05, 0.0007584840322833457, 0.004226764680268442, 0.024475815916759104, 0.05998274311239668,
-        0.10280266491559079, 0.14672973694476377, 0.1885209834473098, 0.22688178294786615, 0.2615226538586488,
-        0.29260868165003595, 0.4071409645052156, 0.48021742410342627, 0.5329079468954852, 0.5750746363992424,
-        0.6115960803783954, 0.6450760714077263, 0.6770396273057074, 0.708482088001612, 0.7725618227871047,
-        0.8417322779915452, 0.9194240819892174, 1.0083997539725875, 1.110602503281611, 1.3560258571931227,
-        1.651278013998144, 1.9813655090785445, 2.330413773349191, 2.6884198220027105, 3.0492180226701815,
-        3.41161970596323, 3.7708520116421442, 4.127104798364807, 4.484299839346786, 5.365487984890899,
-        6.238046103128795, 7.103803720955957, 7.967547976218862, 8.830588668685145, 9.69460519893357,
-        10.557507201905658, 11.421603926869832, 12.285557309007773, 13.146128035678238, 14.008600171761918,
-        14.869231719730976, 15.728353782021228, 16.586587304671756, 17.442479769064448, 18.298853076409706,
-        19.152288344383056, 20.00432137378264, 20.85793526471943, 21.70926996097583, 22.559906625036113,
-        23.409933123331296, 24.260071387985075, 25.10720996964787, 25.956648579205204, 26.804820678721164,
-        27.652246341003323, 28.50105926221775, 29.34830486304816, 30.195899652409235, 31.891537457672566,
-        33.588831725594204, 35.28555730900777, 36.985875357308394, 38.68752896121463, 40.39093510710338,
-        42.096910013008056, 46.372912002970104,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> V47_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Cr48_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 8.685880952436747e-07, 8.251516766996927e-06, 3.951899976600419e-05, 0.00013330794422173613,
-        0.00035120219371925, 0.006401856055765157, 0.02685304570895992, 0.06215311825135839, 0.10696594975266842,
-        0.15598699109465686, 0.205815844445829, 0.25471214514215257, 0.30198352738731143, 0.39152612205819926,
-        0.47640596203905256, 0.5602400543128645, 0.6474755901642433, 0.7433846322638775, 0.983175072037813,
-        1.3096301674258988, 1.7067177823367587, 2.1398790864012365, 2.577491799837225, 3.012837224705172,
-        3.437750562820388, 3.8549130223078554, 4.264817823009537, 4.666517980554881, 5.648360010980932,
-        6.606381365110605, 7.550228353055094, 8.484299839346786, 9.414973347970818, 10.340444114840118,
-        11.264817823009537, 12.1846914308176, 13.103803720955957, 14.021189299069938, 14.935003151453655,
-        15.846337112129806, 16.75511226639507, 17.66181268553726, 18.565847818673518, 19.468347330412158,
-        20.369215857410143, 21.267171728403014, 22.161368002234976, 23.056904851336473, 23.94939000664491,
-        24.840733234611807, 25.73078227566639, 26.619093330626743, 27.50785587169583, 28.394451680826215,
-        29.281033367247726, 30.164352855784436, 31.049218022670182, 31.934498451243567, 33.70156798505593,
-        35.46834733041216, 37.23299611039215, 38.99913054128737, 40.764922984649886, 42.5327543789925,
-        44.30102999566398, 48.727541257028555,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Cr48_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Mn51_pf_array[npts_1] = {
-        0.0, 0.0, 4.342942647204277e-07, 6.0362737871404116e-05, 0.0005954436481690331,
-        0.002352703452491265, 0.0058636025937444025, 0.011219737158250306, 0.018191443590229183, 0.026405776501228783,
-        0.035473365577059296, 0.08393991903492294, 0.12694077261184436, 0.16267998396542166, 0.19356340377635362,
-        0.22185561141496238, 0.2491212785730439, 0.27638918590325057, 0.30436276263857276, 0.36442247019537943,
-        0.4326074417788097, 0.5117005179251304, 0.6041057952026397, 0.7115562776994953, 0.9717395908877782,
-        1.287801729930226, 1.640481436970422, 2.0170333392987803, 2.403120521175818, 2.7944880466591697,
-        3.1903316981702914, 3.5854607295085006, 3.9827233876685453, 4.380211241711606, 5.372912002970106,
-        6.363611979892144, 7.354108439147401, 8.342422680822207, 9.328379603438737, 10.311753861055754,
-        11.292256071356476, 12.269512944217917, 13.24551266781415, 14.214843848047698, 15.1846914308176,
-        16.14921911265538, 17.110589710299248, 18.071882007306126, 19.029383777685208, 19.985426474083003,
-        20.93851972517649, 21.88986172125819, 22.839478047374197, 23.787460474518415, 24.73399928653839,
-        25.67942789661212, 26.6232492903979, 27.56702636615906, 28.5092025223311, 29.45178643552429,
-        30.392696953259666, 31.33445375115093, 32.27415784926368, 33.2148438480477, 35.093421685162234,
-        36.97451169273733, 38.8555191556678, 40.737192642704734, 42.620136054973756, 44.505149978319906,
-        46.392696953259666, 51.12057393120585,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Mn51_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Fe52_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 1.7371744532199383e-06, 9.554373504133797e-06, 3.778197643341552e-05,
-        0.00011333607006293108, 0.0030242952161453874, 0.015422212189991184, 0.040215337130588114, 0.07478865660777631,
-        0.11488541698288196, 0.15714990338033966, 0.19960737134331175, 0.24132628928072955, 0.3217032118192907,
-        0.3993396534463543, 0.4778337814344742, 0.5623989859221217, 0.6594581913549248, 0.9153998352122699,
-        1.2695129442179163, 1.6910814921229684, 2.143014800254095, 2.6009728956867484, 3.0569048513364727,
-        3.503790683057181, 3.946452265013073, 4.383815365980431, 4.818225893613955, 5.888740960682893,
-        6.944482672150168, 7.989894563718773, 9.02938377768521, 10.060697840353612, 11.086359830674748,
-        12.11058971029925, 13.127104798364808, 14.139879086401237, 15.14921911265538, 16.152288344383056,
-        17.152288344383056, 18.14921911265538, 19.143014800254097, 20.133538908370216, 21.12057393120585,
-        22.103803720955955, 23.08635983067475, 24.06445798922692, 25.041392685158225, 26.01703333929878,
-        26.989449817666692, 27.960946195733833, 28.930949031167522, 29.899273187317604, 30.8668778143375,
-        31.833784374656478, 32.79934054945358, 33.76417613239033, 34.72835378202123, 36.655138434811384,
-        38.58092497567562, 40.505149978319906, 42.42975228000241, 44.3541084391474, 46.28103336724773,
-        48.20682587603185, 53.02938377768521,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Fe52_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Co55_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 8.685880952436747e-07, 1.4331481434642371e-05, 9.336327741651445e-05,
-        0.00038114325769492564, 0.001151090732337307, 0.0028275866787247843, 0.0059861278100218065, 0.019727612600003865,
-        0.049238961363648255, 0.10167663281566902, 0.18228879723157643, 0.29243817096179087, 0.5865873046717549,
-        0.9449759084120479, 1.3324384599156054, 1.7363965022766423, 2.1492191126553797, 2.56702636615906,
-        2.991226075692495, 3.419955748489758, 3.851869600729766, 4.2878017299302265, 5.382017042574868,
-        6.482873583608754, 7.5820633629117085, 8.677606952720494, 9.767155866082181, 10.85003325768977,
-        11.927370363039023, 12.998695158311655, 14.064457989226918, 15.127104798364808, 16.181843587944773,
-        17.232996110392154, 18.281033367247726, 19.32428245529769, 20.3654879848909, 21.401400540781545,
-        22.436162647040756, 23.468347330412158, 24.4983105537896, 25.525044807036846, 26.550228353055093,
-        27.57403126772772, 28.59659709562646, 29.6170003411209, 30.636487896353366, 31.65609820201283,
-        32.673941998634085, 33.69108149212297, 34.70757017609794, 35.72427586960079, 37.75587485567249,
-        39.786751422145564, 41.818225893613956, 43.850033257689766, 45.88309335857569, 47.91750550955255,
-        49.954242509439325, 55.05690485133647,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Co55_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ni56_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 4.342942647204277e-07, 7.817230319428646e-06, 6.42708273977769e-05,
-        0.0002904458650804842, 0.0009123622824012837, 0.0022498876258026487, 0.0046944487518873, 0.014735532704563181,
-        0.03529042138996706, 0.07190703372466718, 0.13162956968664008, 0.22190042758492473, 0.5092025223311029,
-        0.9132839017604184, 1.374748346010104, 1.8555191556678001, 2.3404441148401185, 2.8221680793680175,
-        3.3031960574204886, 3.783903579272735, 4.26245108973043, 4.7419390777291985, 5.9344984512435675,
-        7.117271295655764, 8.292256071356476, 9.456366033129044, 10.608526033577194, 11.750508394851346,
-        12.88309335857569, 14.008600171761918, 15.123851640967086, 16.232996110392154, 17.33645973384853,
-        18.432969290874407, 19.525044807036846, 20.612783856719737, 21.695481676490196, 22.773786444981194,
-        23.8481891169914, 24.919078092376076, 25.987219229908003, 27.053078443483418, 28.113943352306837,
-        29.17609125905568, 30.232996110392154, 31.287801729930226, 32.3424226808222, 33.39619934709574,
-        34.44715803134222, 35.49692964807321, 36.54530711646582, 37.594392550375424, 39.68752896121463,
-        41.77959649125783, 43.86981820797933, 45.959518376973, 48.04921802267018, 50.13987908640124,
-        52.230448921378276, 57.462397997898954,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ni56_pf_array;
 
 
 
     // interpolation routine
 
-    template <int npts>
+    template <typename T>
     AMREX_GPU_HOST_DEVICE AMREX_INLINE
-    void interpolate_pf(const amrex::Real t9, const amrex::Real (&temp_array)[npts], const amrex::Real (&pf_array)[npts],
+    void interpolate_pf(const amrex::Real t9, const T& temp_array, const T& pf_array,
                         amrex::Real& pf, amrex::Real& dpf_dT) {
 
-        if (t9 >= temp_array[0] && t9 < temp_array[npts-1]) {
+        if (t9 >= temp_array.lo() && t9 < temp_array.hi()) {
 
             // find the largest temperature element <= t9 using a binary search
 
-            int left = 0;
-            int right = npts;
+            int left = temp_array.lo();
+            int right = temp_array.hi();
 
             while (left < right) {
                 int mid = (left + right) / 2;
-                if (temp_array[mid] > t9) {
+                if (temp_array(mid) > t9) {
                     right = mid;
                 } else {
                     left = mid + 1;
@@ -527,11 +142,12 @@ namespace part_fun {
 
             // construct the slope -- this is (log10(pf_{i+1}) - log10(pf_i)) / (T_{i+1} - T_i)
 
-            amrex::Real slope = (pf_array[idx+1] - pf_array[idx]) / (temp_array[idx+1] - temp_array[idx]);
+            amrex::Real slope = (pf_array(idx+1) - pf_array(idx)) /
+                                (temp_array(idx+1) - temp_array(idx));
 
             // find the PF
 
-            amrex::Real log10_pf = pf_array[idx] + slope * (t9 - temp_array[idx]);
+            amrex::Real log10_pf = pf_array(idx) + slope * (t9 - temp_array(idx));
             pf = std::pow(10.0_rt, log10_pf);
 
             // find the derivative (with respect to T, not T9)
@@ -570,95 +186,95 @@ void get_partition_function(const int inuc, [[maybe_unused]] const tf_t& tfactor
     switch (inuc) {
 
     case O16:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::O16_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::O16_pf_array, pf, dpf_dT);
         break;
 
     case F18:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::F18_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::F18_pf_array, pf, dpf_dT);
         break;
 
     case Ne20:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ne20_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Ne20_pf_array, pf, dpf_dT);
         break;
 
     case Ne21:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ne21_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Ne21_pf_array, pf, dpf_dT);
         break;
 
     case Na22:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Na22_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Na22_pf_array, pf, dpf_dT);
         break;
 
     case Na23:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Na23_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Na23_pf_array, pf, dpf_dT);
         break;
 
     case Mg24:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Mg24_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Mg24_pf_array, pf, dpf_dT);
         break;
 
     case Al27:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Al27_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Al27_pf_array, pf, dpf_dT);
         break;
 
     case Si28:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Si28_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Si28_pf_array, pf, dpf_dT);
         break;
 
     case P31:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::P31_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::P31_pf_array, pf, dpf_dT);
         break;
 
     case S32:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::S32_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::S32_pf_array, pf, dpf_dT);
         break;
 
     case Cl35:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Cl35_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Cl35_pf_array, pf, dpf_dT);
         break;
 
     case Ar36:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ar36_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Ar36_pf_array, pf, dpf_dT);
         break;
 
     case K39:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::K39_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::K39_pf_array, pf, dpf_dT);
         break;
 
     case Ca40:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ca40_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Ca40_pf_array, pf, dpf_dT);
         break;
 
     case Sc43:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Sc43_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Sc43_pf_array, pf, dpf_dT);
         break;
 
     case Ti44:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ti44_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Ti44_pf_array, pf, dpf_dT);
         break;
 
     case V47:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::V47_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::V47_pf_array, pf, dpf_dT);
         break;
 
     case Cr48:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Cr48_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Cr48_pf_array, pf, dpf_dT);
         break;
 
     case Mn51:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Mn51_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Mn51_pf_array, pf, dpf_dT);
         break;
 
     case Fe52:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Fe52_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Fe52_pf_array, pf, dpf_dT);
         break;
 
     case Co55:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Co55_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Co55_pf_array, pf, dpf_dT);
         break;
 
     case Ni56:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ni56_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Ni56_pf_array, pf, dpf_dT);
         break;
 
 
diff --git a/networks/ase/partition_functions_data.cpp b/networks/ase/partition_functions_data.cpp
new file mode 100644
index 000000000..6b25f1d1f
--- /dev/null
+++ b/networks/ase/partition_functions_data.cpp
@@ -0,0 +1,495 @@
+#include <AMReX_Array.H>
+#include <string>
+#include <table_rates.H>
+#include <AMReX_Print.H>
+
+#include <partition_functions.H>
+
+using namespace amrex;
+
+namespace part_fun {
+
+    // this is T9
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> temp_array_1= {
+        0.01, 0.15, 0.2, 0.3, 0.4,
+        0.5, 0.6, 0.7, 0.8, 0.9,
+        1.0, 1.5, 2.0, 2.5, 3.0,
+        3.5, 4.0, 4.5, 5.0, 6.0,
+        7.0, 8.0, 9.0, 10.0, 12.0,
+        14.0, 16.0, 18.0, 20.0, 22.0,
+        24.0, 26.0, 28.0, 30.0, 35.0,
+        40.0, 45.0, 50.0, 55.0, 60.0,
+        65.0, 70.0, 75.0, 80.0, 85.0,
+        90.0, 95.0, 100.0, 105.0, 110.0,
+        115.0, 120.0, 125.0, 130.0, 135.0,
+        140.0, 145.0, 150.0, 155.0, 160.0,
+        165.0, 170.0, 175.0, 180.0, 190.0,
+        200.0, 210.0, 220.0, 230.0, 240.0,
+        250.0, 275.0,
+    };
+
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> O16_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.012837224705172217,
+        0.03742649794062367, 0.07188200730612536, 0.1205739312058499, 0.1846914308175988, 0.26245108973042947,
+        0.3463529744506387, 0.437750562820388, 0.534026106056135, 0.6344772701607315, 0.8981764834976765,
+        1.1760912590556813, 1.4668676203541096, 1.7641761323903307, 2.0644579892269186, 2.367355921026019,
+        2.667452952889954, 2.9656719712201065, 3.2624510897304293, 3.555094448578319, 3.845098040014257,
+        4.133538908370218, 4.419955748489758, 4.704150516839799, 4.986771734266245, 5.267171728403014,
+        5.547774705387822, 5.8267225201689925, 6.103803720955957, 6.380211241711606, 6.6551384348113825,
+        6.929929560084588, 7.204119982655925, 7.477121254719663, 7.748962861256161, 8.021189299069938,
+        8.292256071356476, 8.562292864456476, 8.832508912706237, 9.100370545117563, 9.640481436970422,
+        10.178976947293169, 10.714329759745233, 11.250420002308894, 11.785329835010767, 12.320146286111054,
+        12.856124444242301, 14.195899652409233,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> F18_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.008600171761917567, 0.02530586526477026, 0.04921802267018165,
+        0.08635983067474821, 0.12385164096708583, 0.16731733474817606, 0.20682587603184974, 0.28330122870354957,
+        0.35024801833416286, 0.4065401804339551, 0.45331834004703764, 0.4941545940184428, 0.6646419755561255,
+        0.756636108245848, 0.8419848045901139, 0.9232440186302765, 1.0043213737826426, 1.08278537031645,
+        1.1643528557844371, 1.250420002308894, 1.3384564936046048, 1.429752280002408, 1.6748611407378116,
+        1.9405164849325671, 2.220108088040055, 2.505149978319906, 2.79309160017658, 3.0827853703164503,
+        3.369215857410143, 3.6570558528571038, 3.9434945159061026, 4.230448921378274, 4.514547752660286,
+        4.800029359244134, 5.086359830674748, 5.371067862271737, 5.657055852857104, 5.94299959336604,
+        6.230448921378274, 6.515873843711679, 6.803457115648414, 7.089905111439398, 7.378397900948138,
+        7.6674529528899535, 7.956168430475364, 8.24551266781415, 8.534026106056135, 8.823474229170301,
+        9.113943352306837, 9.403120521175818, 9.69460519893357, 9.984977126415494, 10.568201724066995,
+        11.152288344383056, 11.73798732633343, 12.324282455297693, 12.913813852383717, 13.503790683057181,
+        14.096910013008056, 15.584331224367531,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ne20_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 6.948656121358244e-06, 0.00016586881316040883, 0.0011034421778731533, 0.003892457497077877,
+        0.00954097493969645, 0.01859524021829981, 0.03107544483336982, 0.04661767038571622, 0.0846241727916796,
+        0.12822183093465686, 0.174311933665943, 0.22124805254602342, 0.2683385291343481, 0.36172783601759284,
+        0.456366033129043, 0.5514499979728752, 0.6483600109809317, 0.7466341989375788, 0.8481891169913987,
+        0.9532763366673044, 1.0644579892269186, 1.1789769472931695, 1.3031960574204888, 1.6434526764861874,
+        2.0170333392987803, 2.4099331233312946, 2.8068580295188172, 3.2013971243204513, 3.5899496013257077,
+        3.9731278535996988, 4.352182518111363, 4.725911632295048, 5.096910013008056, 5.465382851448418,
+        5.830588668685144, 6.193124598354461, 6.556302500767288, 6.916980047320382, 7.276461804173244,
+        7.6344772701607315, 7.991669007379948, 8.34830486304816, 8.703291378118662, 9.056904851336473,
+        9.411619705963231, 9.763427993562937, 10.117271295655764, 10.46686762035411, 10.818225893613956,
+        11.170261715394957, 11.519827993775719, 11.869231719730976, 12.217483944213907, 12.916453948549925,
+        13.613841821876068, 14.3096301674259, 15.004321373782643, 15.702430536445526, 16.399673721481037,
+        17.096910013008056, 18.838849090737256,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ne21_pf_array = {
+        0.0, 0.0, 0.0, 8.685880952436747e-07, 2.4754079983896385e-05,
+        0.0001901793368385613, 0.0007372402163824667, 0.0019404293040471109, 0.0040039218205739505, 0.007021925578680666,
+        0.010986057727319889, 0.04118891376750491, 0.0777722105539352, 0.11230632139519969, 0.14260436993417835,
+        0.16888829052162926, 0.19197861038694294, 0.2126999294489824, 0.23172922294680384, 0.2666728249346414,
+        0.2996105757244402, 0.3321030146619489, 0.3650139334448046, 0.3988146649899236, 0.46982201597816303,
+        0.546542663478131, 0.6283889300503115, 0.7176705030022621, 0.8142475957319202, 0.9180303367848801,
+        1.0293837776852097, 1.14921911265538, 1.276461804173244, 1.4082399653118496, 1.760422483423212,
+        2.1271047983648077, 2.499687082618404, 2.870403905279027, 3.2380461031287955, 3.603144372620182,
+        3.9656719712201065, 4.326335860928752, 4.683947130751513, 5.041392685158225, 5.396199347095736,
+        5.752048447819439, 6.107209969647869, 6.4623979978989565, 6.817565369559781, 7.173186268412274,
+        7.5276299008713385, 7.8819549713396, 8.23552844690755, 8.5910646070265, 8.944975908412047,
+        9.298853076409706, 9.653212513775344, 10.008600171761918, 10.361727836017593, 10.716837723299525,
+        11.071882007306126, 11.424881636631067, 11.780317312140152, 12.133538908370218, 12.84447717574568,
+        13.55509444857832, 14.267171728403014, 14.979548374704095, 15.693726948923647, 16.40823996531185,
+        17.123851640967086, 18.923244018630278,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Na22_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        4.342942647204277e-07, 2.605759074128604e-06, 1.3028639028478182e-05, 4.559852671908958e-05, 0.00011984873864003521,
+        0.0002626687122755098, 0.0029928105843703536, 0.010836979076306525, 0.02428653620880802, 0.04242704733870039,
+        0.06402310268617777, 0.08796765614200239, 0.11338308526345184, 0.13961150376071624, 0.19275584832811385,
+        0.2451455832343637, 0.2958922043442712, 0.3448263511644293, 0.39212883410565064, 0.48287358360875376,
+        0.5717088318086876, 0.6627578316815741, 0.756636108245848, 0.8561244442423004, 0.9633155113861113,
+        1.0791812460476249, 1.2013971243204515, 1.3283796034387378, 1.4638929889859074, 1.8215135284047732,
+        2.1931245983544616, 2.5705429398818973, 2.9474337218870508, 3.322219294733919, 3.6954816764901977,
+        4.068185861746161, 4.4361626470407565, 4.804820678721162, 5.173186268412274, 5.540329474790874,
+        5.907411360774586, 6.27415784926368, 6.642464520242122, 7.008600171761918, 7.378397900948138,
+        7.746634198937579, 8.113943352306837, 8.482873583608754, 8.851258348719075, 9.220108088040055,
+        9.588831725594208, 9.957607287060096, 10.32633586092875, 10.695481676490198, 11.064457989226918,
+        11.4345689040342, 11.80413943233535, 12.173186268412273, 12.544068044350276, 13.285557309007773,
+        14.02938377768521, 14.773054693364262, 15.518513939877888, 16.264817823009537, 17.012837224705173,
+        17.76492298464989, 19.64933485871214,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Na23_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 1.7371744532199383e-06,
+        2.3885539658322847e-05, 0.00013113713282427166, 0.0004423207528904243, 0.0010999766245234136, 0.002232173197636284,
+        0.003929471989446119, 0.021128907257497758, 0.0479649055541949, 0.07726249885377771, 0.10525805048344757,
+        0.13079227003361296, 0.15390201926318714, 0.17503899265296466, 0.19472325248715508, 0.23147162936712465,
+        0.26668504599022796, 0.3016913566252569, 0.33713446730536967, 0.37335950050705796, 0.4487063199050799,
+        0.5314789170422551, 0.6211762817750351, 0.7218106152125465, 0.8344207036815325, 0.9590413923210935,
+        1.0934216851622351, 1.2405492482825997, 1.3926969532596658, 1.5514499979728753, 1.9628426812012425,
+        2.383815365980431, 2.803457115648414, 3.220108088040055, 3.6344772701607315, 4.045322978786658,
+        4.453318340047038, 4.857935264719429, 5.26245108973043, 5.664641975556125, 6.064457989226918,
+        6.466867620354109, 6.867467487859051, 7.267171728403014, 7.666517980554881, 8.064457989226918,
+        8.463892988985908, 8.861534410859038, 9.260071387985075, 9.656098202012831, 10.05307844348342,
+        10.450249108319362, 10.846337112129806, 11.243038048686294, 11.638489256954637, 12.03342375548695,
+        12.429752280002408, 12.826074802700827, 13.222716471147583, 13.6170003411209, 14.40823996531185,
+        15.20139712432045, 15.993876914941211, 16.787460474518415, 17.582063362911708, 18.378397900948137,
+        19.17609125905568, 21.173186268412273,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Mg24_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        4.342942647204277e-07, 5.471765757979972e-05, 0.0007714899373308071, 0.0037633124724497633, 0.010764115210255056,
+        0.022625058328435317, 0.039160607597355665, 0.05951911533271758, 0.08262238957783377, 0.13324118689139802,
+        0.185518640557017, 0.2370005304649223, 0.2870228837145503, 0.3357157930198095, 0.43136376415898736,
+        0.5263392773898441, 0.6253124509616739, 0.7307822756663892, 0.8463371121298052, 0.9749719942980689,
+        1.1172712956557642, 1.2741578492636798, 1.4424797690644486, 1.6232492903979006, 2.103803720955957,
+        2.598790506763115, 3.089905111439398, 3.577491799837225, 4.05307844348342, 4.52244423350632,
+        4.984527313343793, 5.440909082065217, 5.894869656745253, 6.344392273685111, 6.791690649020118,
+        7.235528446907549, 7.6785183790401135, 8.12057393120585, 8.558708570533165, 8.99563519459755,
+        9.431363764158988, 9.866287339084195, 10.301029995663981, 10.732393759822969, 11.164352855784436,
+        11.594392550375426, 12.02530586526477, 12.453318340047037, 12.881384656770573, 13.3096301674259,
+        13.736396502276643, 14.161368002234974, 14.588831725594208, 15.012837224705173, 15.86569605991607,
+        16.715167357848458, 17.56466606425209, 18.413299764081252, 19.26245108973043, 20.113943352306837,
+        20.96284268120124, 23.089905111439396,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Al27_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 8.685880952436747e-07, 3.4743419578801875e-06,
+        1.0422942490878872e-05, 0.00032429686817590634, 0.0018833542475028369, 0.005477808032249925, 0.011239204769804155,
+        0.01890428637893266, 0.028126564553716336, 0.03862016194970278, 0.05018673657450416, 0.07608019569340022,
+        0.10530099179798431, 0.13774106877747655, 0.1734986149135784, 0.21278880583973628, 0.30319605742048883,
+        0.4099331233312945, 0.5352941200427705, 0.6794278966121189, 0.8394780473741984, 1.0128372247051722,
+        1.1958996524092338, 1.3873898263387294, 1.5843312243675307, 1.783903579272735, 2.287801729930226,
+        2.7944880466591697, 3.296665190261531, 3.7944880466591697, 4.2878017299302265, 4.779596491257824,
+        5.269512944217916, 5.7558748556724915, 6.2405492482825995, 6.725094521081469, 7.209515014542631,
+        7.691081492122969, 8.173186268412275, 8.653212513775344, 9.133538908370218, 9.611723308007342,
+        10.089905111439398, 10.568201724066995, 11.045322978786658, 11.521138083704036, 11.997386384397313,
+        12.472756449317213, 12.947923619831727, 13.423245873936807, 13.89707700320942, 14.371067862271737,
+        14.845098040014257, 15.320146286111054, 15.79309160017658, 16.267171728403014, 17.214843848047696,
+        18.161368002234976, 19.110589710299248, 20.060697840353612, 21.012837224705173, 21.96284268120124,
+        22.915927211697117, 25.305351369446623,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Si28_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 2.1714669808675565e-06, 7.12184552784347e-05, 0.0005624812393818785, 0.002223099674110693,
+        0.0059171580771474625, 0.012282407118825528, 0.02157709561709228, 0.03370716078346824, 0.06502557053071237,
+        0.1027522772573885, 0.14387160800291654, 0.1866035043986153, 0.2302807913268337, 0.3222192947339193,
+        0.42324587393680785, 0.541579243946581, 0.6839471307515121, 0.8518696007297664, 1.041392685158225,
+        1.250420002308894, 1.4727564493172123, 1.7024305364455252, 1.9375178920173466, 2.531478917042255,
+        3.12057393120585, 3.7024305364455254, 4.271841606536499, 4.834420703681532, 5.389166084364533,
+        5.937517892017347, 6.481442628502305, 7.021189299069938, 7.557507201905658, 8.089905111439398,
+        8.622214022966295, 9.14921911265538, 9.675778341674086, 10.198657086954423, 10.721810615212547,
+        11.2405492482826, 11.75966784468963, 12.276461804173245, 12.791690649020119, 13.305351369446624,
+        13.818225893613956, 14.330413773349191, 14.840733234611807, 15.350248018334163, 15.85913829729453,
+        16.367355921026018, 16.8750612633917, 17.38201704257487, 17.88874096068289, 18.90036712865647,
+        19.911157608739977, 20.921166050637737, 21.9304395947667, 22.93951925261862, 23.948901760970212,
+        24.958563883221967, 27.48572142648158,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> P31_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        4.342942647204277e-07, 4.820401221806151e-05, 0.0005624812393818785, 0.002468018295084159, 0.006670091319158333,
+        0.013688955408210905, 0.023674199668938998, 0.03655105068012579, 0.05215275629691826, 0.09085986215557586,
+        0.13887811232360858, 0.19608052467040618, 0.26289299085539924, 0.33982852740425823, 0.5237464668115644,
+        0.7419390777291989, 0.9827233876685453, 1.235528446907549, 1.4899584794248346, 1.7442929831226763,
+        1.9960736544852753, 2.24551266781415, 2.4913616938342726, 2.733999286538387, 3.330413773349191,
+        3.9132839017604186, 4.48572142648158, 5.049218022670182, 5.608526033577194, 6.164352855784437,
+        6.714329759745233, 7.264817823009537, 7.812913356642856, 8.359835482339887, 8.90687353472207,
+        9.453318340047037, 9.997823080745725, 10.54282542695918, 11.086359830674748, 11.629409599102718,
+        12.170261715394957, 12.712649701627212, 13.255272505103306, 13.79448804665917, 14.334453751150932,
+        14.874481817699467, 15.414973347970818, 15.953276336667304, 16.492760389026838, 17.029383777685208,
+        17.570542939881896, 18.10720996964787, 18.64738297011462, 19.187520720836464, 20.264817823009537,
+        21.342422680822207, 22.42160392686983, 23.503790683057183, 24.5854607295085, 25.66931688056611,
+        26.75511226639507, 29.477121254719663,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> S32_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 5.211502513843472e-06, 6.948155872801059e-05, 0.0003893875360542875,
+        0.001336870159627728, 0.003378232401258555, 0.006963377556787149, 0.012456734172197398, 0.03011415790845077,
+        0.057484285853877215, 0.0950053699501746, 0.14295136988131382, 0.20165707691270435, 0.3521825181113625,
+        0.5502283530550941, 0.787460474518415, 1.0569048513364727, 1.3404441148401183, 1.631443769013172,
+        1.92272545799326, 2.2121876044039577, 2.4955443375464483, 2.7737864449811935, 3.44870631990508,
+        4.096910013008056, 4.726727209026572, 5.3404441148401185, 5.944975908412048, 6.541579243946581,
+        7.133538908370218, 7.720985744153739, 8.305351369446624, 8.888740960682892, 9.469822015978163,
+        10.049218022670182, 10.628388930050312, 11.20682587603185, 11.78175537465247, 12.356025857193123,
+        12.9304395947667, 13.502427119984432, 14.075546961392531, 14.645422269349092, 15.214843848047698,
+        15.783903579272735, 16.352182518111363, 16.920123326290724, 17.487138375477187, 18.053078443483418,
+        18.621176281775035, 19.187520720836464, 19.753583058892907, 20.318063334962762, 21.450249108319362,
+        22.580924975675618, 23.71264970162721, 24.84385542262316, 25.976808337338067, 27.110589710299248,
+        28.24551266781415, 31.08635983067475,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Cl35_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 1.8239985202970884e-05, 0.00020710907627919203, 0.0009431313908907785, 0.002698987769012708,
+        0.005906875936599731, 0.010907713111778477, 0.017957319425972694, 0.027253766962590423, 0.0532486689285615,
+        0.09021853774459236, 0.13964204799692437, 0.20296975189964023, 0.28111453407611076, 0.48000694295715063,
+        0.7234556720351858, 0.9934362304976116, 1.2741578492636798, 1.5587085705331658, 1.841984804590114,
+        2.123851640967086, 2.401400540781544, 2.678518379040114, 2.951823035315912, 3.6263403673750423,
+        4.2878017299302265, 4.942008053022313, 5.588831725594207, 6.230448921378274, 6.870988813760575,
+        7.509202522331103, 8.146128035678238, 8.781036938621131, 9.414973347970818, 10.049218022670182,
+        10.681241237375588, 11.313867220369154, 11.943988875073773, 12.574031267727719, 13.204119982655925,
+        13.831229693867064, 14.457881896733992, 15.086359830674748, 15.710963118995275, 16.33645973384853,
+        16.96189547366785, 17.586587304671756, 18.212187604403958, 18.835056101720117, 19.45939248775923,
+        20.08278537031645, 20.705863712283918, 21.33041377334919, 21.95375969173323, 23.20139712432045,
+        24.450249108319362, 25.699837725867244, 26.950364854376122, 28.20139712432045, 29.456366033129044,
+        30.71264970162721, 33.862131379313034,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ar36_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 4.342942647204277e-07, 2.3451268844214655e-05, 0.00023141729162330258, 0.0010622869460975197,
+        0.0031540913067783544, 0.007135153007315866, 0.013474284663478431, 0.02245187936733961, 0.048771089883939175,
+        0.08643600351808534, 0.13560900039779808, 0.1965840257248699, 0.2696980636423851, 0.45331834004703764,
+        0.6848453616444125, 0.9585638832219674, 1.2624510897304295, 1.5809249756756194, 1.9057958803678685,
+        2.230448921378274, 2.550228353055094, 2.8662873390841948, 3.1760912590556813, 3.929418925714293,
+        4.657055852857104, 5.365487984890899, 6.060697840353612, 6.746634198937579, 7.426511261364575,
+        8.100370545117563, 8.773054693364262, 9.442479769064448, 10.11058971029925, 10.77451696572855,
+        11.437750562820387, 12.100370545117563, 12.758911892397974, 13.41664050733828, 14.071882007306126,
+        14.727541257028557, 15.38201704257487, 16.03342375548695, 16.684845361644413, 17.33445375115093,
+        17.983626287124533, 18.63144376901317, 19.27875360095283, 19.92582757462474, 20.57170883180869,
+        21.217483944213907, 21.863322860120455, 22.50785587169583, 23.152288344383056, 24.440909082065218,
+        25.72916478969277, 27.01703333929878, 28.305351369446623, 29.595496221825574, 30.885926339801433,
+        32.17897694729317, 35.41329976408125,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> K39_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 3.908632748276029e-06, 3.4307908925770636e-05,
+        0.00016282990201490303, 0.0005394928156396339, 0.0014074368520356395, 0.0031075244141559894, 0.010846721573671135,
+        0.028297088943748088, 0.06095682921468604, 0.11414775667614005, 0.1912997955319451, 0.4132997640812518,
+        0.7015679850559274, 1.0170333392987803, 1.3384564936046048, 1.6599162000698502, 1.9772662124272926,
+        2.292256071356476, 2.6020599913279625, 2.910090545594068, 3.214843848047698, 3.9684829485539352,
+        4.710963118995275, 5.444044795918076, 6.173186268412274, 6.897627091290442, 7.619093330626742,
+        8.338456493604605, 9.056904851336473, 9.771587480881255, 10.48572142648158, 11.198657086954423,
+        11.907948521612273, 12.6170003411209, 13.324282455297693, 14.02938377768521, 14.733999286538387,
+        15.437750562820389, 16.139879086401237, 16.839478047374197, 17.539076098792776, 18.238046103128795,
+        18.936513742478894, 19.633468455579585, 20.33041377334919, 21.02530586526477, 21.723455672035186,
+        22.418301291319747, 23.113943352306837, 23.809559714635267, 24.505149978319906, 25.89542254603941,
+        27.285557309007775, 28.678518379040113, 30.071882007306126, 31.465382851448418, 32.860936620700095,
+        34.25767857486918, 37.761927838420526,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ca40_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 3.4743419578801875e-06,
+        2.6056887215373325e-05, 0.00012419046343446514, 0.0004254001802063995, 0.0011532564515138494, 0.005324252203746658,
+        0.016451245325404363, 0.03938040551055626, 0.07909980819723089, 0.13972800117379408, 0.33041377334919086,
+        0.6063813651106049, 0.9385197251764918, 1.2988530764097066, 1.6693168805661123, 2.037426497940624,
+        2.403120521175818, 2.761927838420529, 3.113943352306837, 3.459392487759231, 4.301029995663981,
+        5.117271295655764, 5.9148718175400505, 6.701567985055927, 7.478566495593843, 8.250420002308894,
+        9.01703333929878, 9.781036938621131, 10.540329474790873, 11.296665190261532, 12.049218022670182,
+        12.801403710017356, 13.549003262025789, 14.294466226161592, 15.037426497940624, 15.779596491257825,
+        16.518513939877888, 17.255272505103306, 17.99211148778695, 18.72591163229505, 19.45939248775923,
+        20.19033169817029, 20.920645001406786, 21.650307523131936, 22.378397900948137, 23.10720996964787,
+        23.832508912706235, 24.558708570533167, 25.285557309007775, 26.008600171761916, 27.45939248775923,
+        28.907948521612273, 30.356025857193124, 31.804820678721164, 33.25285303097989, 34.704150516839796,
+        36.15533603746506, 39.78816837114117,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Sc43_pf_array = {
+        0.0, 1.7371744532199383e-06, 3.2136602621167924e-05, 0.0006088881229004689, 0.0026394223512168323,
+        0.006348788305828209, 0.011375876688411647, 0.017242084547645732, 0.02355944464942603, 0.03006796257543875,
+        0.03661053325876141, 0.06810122175372875, 0.09804672309111766, 0.12848424511267922, 0.16058766813472455,
+        0.1946644458530261, 0.23055748142930874, 0.26792627543589265, 0.3064134462100847, 0.3856843680943845,
+        0.4672642331672854, 0.5514418243762168, 0.6393550853495756, 0.732465412501299, 0.9380190974762103,
+        1.1760912590556813, 1.4456042032735976, 1.7371926427047373, 2.0453229787866576, 2.359835482339888,
+        2.678518379040114, 3.0, 3.322219294733919, 3.6424645202421213, 4.439332693830263,
+        5.230448921378274, 6.017033339298781, 6.8020892578817325, 7.585460729508501, 8.36735592102602,
+        9.14921911265538, 9.929418925714293, 10.710117365111817, 11.489958479424836, 12.267171728403014,
+        13.045322978786658, 13.822168079368018, 14.597695185925513, 15.371067862271737, 16.146128035678238,
+        16.916453948549925, 17.687528961214635, 18.45788189673399, 19.227886704613674, 19.99694924849538,
+        20.76492298464989, 21.532754378992497, 22.30102999566398, 23.068185861746162, 23.835690571492425,
+        24.602059991327963, 25.369215857410143, 26.136720567156406, 26.903632516084237, 28.439332693830263,
+        29.97497199429807, 31.511883360978874, 33.05307844348342, 34.59217675739587, 36.13672056715641,
+        37.68214507637383, 41.55870857053316,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ti44_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 4.342942647204277e-07, 1.7371744532199383e-06,
+        7.382943437485089e-06, 0.0004987179011085028, 0.004043078170724821, 0.01413521502778782, 0.032426549056877405,
+        0.05856115101668825, 0.09131586357749837, 0.1294359425571275, 0.17190802974603506, 0.2667731684215763,
+        0.37035022176288673, 0.47788465213962983, 0.5860935485551829, 0.693748838923791, 0.9116901587538612,
+        1.1522883443830565, 1.4409090820652177, 1.7788744720027396, 2.1522883443830563, 2.5415792439465807,
+        2.9334872878487053, 3.322219294733919, 3.7041505168397992, 4.079181246047625, 4.996073654485276,
+        5.885361220031512, 6.757396028793024, 7.619093330626742, 8.472756449317213, 9.32221929473392,
+        10.167317334748176, 11.008600171761918, 11.85003325768977, 12.687528961214634, 13.52244423350632,
+        14.354108439147401, 15.1846914308176, 16.012837224705173, 16.836956737059552, 17.65991620006985,
+        18.481442628502304, 19.298853076409706, 20.117271295655765, 20.9329808219232, 21.746634198937578,
+        22.559906625036113, 23.371067862271737, 24.181843587944773, 24.991226075692495, 25.799340549453582,
+        26.60745502321467, 27.414973347970818, 28.220108088040057, 29.02530586526477, 30.63748972951251,
+        32.247973266361804, 33.8561244442423, 35.46538285144842, 37.07554696139253, 38.68484536164441,
+        40.29666519026153, 44.33041377334919,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> V47_pf_array = {
+        2.518834949526704e-05, 0.0007584840322833457, 0.004226764680268442, 0.024475815916759104, 0.05998274311239668,
+        0.10280266491559079, 0.14672973694476377, 0.1885209834473098, 0.22688178294786615, 0.2615226538586488,
+        0.29260868165003595, 0.4071409645052156, 0.48021742410342627, 0.5329079468954852, 0.5750746363992424,
+        0.6115960803783954, 0.6450760714077263, 0.6770396273057074, 0.708482088001612, 0.7725618227871047,
+        0.8417322779915452, 0.9194240819892174, 1.0083997539725875, 1.110602503281611, 1.3560258571931227,
+        1.651278013998144, 1.9813655090785445, 2.330413773349191, 2.6884198220027105, 3.0492180226701815,
+        3.41161970596323, 3.7708520116421442, 4.127104798364807, 4.484299839346786, 5.365487984890899,
+        6.238046103128795, 7.103803720955957, 7.967547976218862, 8.830588668685145, 9.69460519893357,
+        10.557507201905658, 11.421603926869832, 12.285557309007773, 13.146128035678238, 14.008600171761918,
+        14.869231719730976, 15.728353782021228, 16.586587304671756, 17.442479769064448, 18.298853076409706,
+        19.152288344383056, 20.00432137378264, 20.85793526471943, 21.70926996097583, 22.559906625036113,
+        23.409933123331296, 24.260071387985075, 25.10720996964787, 25.956648579205204, 26.804820678721164,
+        27.652246341003323, 28.50105926221775, 29.34830486304816, 30.195899652409235, 31.891537457672566,
+        33.588831725594204, 35.28555730900777, 36.985875357308394, 38.68752896121463, 40.39093510710338,
+        42.096910013008056, 46.372912002970104,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Cr48_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 8.685880952436747e-07, 8.251516766996927e-06, 3.951899976600419e-05, 0.00013330794422173613,
+        0.00035120219371925, 0.006401856055765157, 0.02685304570895992, 0.06215311825135839, 0.10696594975266842,
+        0.15598699109465686, 0.205815844445829, 0.25471214514215257, 0.30198352738731143, 0.39152612205819926,
+        0.47640596203905256, 0.5602400543128645, 0.6474755901642433, 0.7433846322638775, 0.983175072037813,
+        1.3096301674258988, 1.7067177823367587, 2.1398790864012365, 2.577491799837225, 3.012837224705172,
+        3.437750562820388, 3.8549130223078554, 4.264817823009537, 4.666517980554881, 5.648360010980932,
+        6.606381365110605, 7.550228353055094, 8.484299839346786, 9.414973347970818, 10.340444114840118,
+        11.264817823009537, 12.1846914308176, 13.103803720955957, 14.021189299069938, 14.935003151453655,
+        15.846337112129806, 16.75511226639507, 17.66181268553726, 18.565847818673518, 19.468347330412158,
+        20.369215857410143, 21.267171728403014, 22.161368002234976, 23.056904851336473, 23.94939000664491,
+        24.840733234611807, 25.73078227566639, 26.619093330626743, 27.50785587169583, 28.394451680826215,
+        29.281033367247726, 30.164352855784436, 31.049218022670182, 31.934498451243567, 33.70156798505593,
+        35.46834733041216, 37.23299611039215, 38.99913054128737, 40.764922984649886, 42.5327543789925,
+        44.30102999566398, 48.727541257028555,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Mn51_pf_array = {
+        0.0, 0.0, 4.342942647204277e-07, 6.0362737871404116e-05, 0.0005954436481690331,
+        0.002352703452491265, 0.0058636025937444025, 0.011219737158250306, 0.018191443590229183, 0.026405776501228783,
+        0.035473365577059296, 0.08393991903492294, 0.12694077261184436, 0.16267998396542166, 0.19356340377635362,
+        0.22185561141496238, 0.2491212785730439, 0.27638918590325057, 0.30436276263857276, 0.36442247019537943,
+        0.4326074417788097, 0.5117005179251304, 0.6041057952026397, 0.7115562776994953, 0.9717395908877782,
+        1.287801729930226, 1.640481436970422, 2.0170333392987803, 2.403120521175818, 2.7944880466591697,
+        3.1903316981702914, 3.5854607295085006, 3.9827233876685453, 4.380211241711606, 5.372912002970106,
+        6.363611979892144, 7.354108439147401, 8.342422680822207, 9.328379603438737, 10.311753861055754,
+        11.292256071356476, 12.269512944217917, 13.24551266781415, 14.214843848047698, 15.1846914308176,
+        16.14921911265538, 17.110589710299248, 18.071882007306126, 19.029383777685208, 19.985426474083003,
+        20.93851972517649, 21.88986172125819, 22.839478047374197, 23.787460474518415, 24.73399928653839,
+        25.67942789661212, 26.6232492903979, 27.56702636615906, 28.5092025223311, 29.45178643552429,
+        30.392696953259666, 31.33445375115093, 32.27415784926368, 33.2148438480477, 35.093421685162234,
+        36.97451169273733, 38.8555191556678, 40.737192642704734, 42.620136054973756, 44.505149978319906,
+        46.392696953259666, 51.12057393120585,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Fe52_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 1.7371744532199383e-06, 9.554373504133797e-06, 3.778197643341552e-05,
+        0.00011333607006293108, 0.0030242952161453874, 0.015422212189991184, 0.040215337130588114, 0.07478865660777631,
+        0.11488541698288196, 0.15714990338033966, 0.19960737134331175, 0.24132628928072955, 0.3217032118192907,
+        0.3993396534463543, 0.4778337814344742, 0.5623989859221217, 0.6594581913549248, 0.9153998352122699,
+        1.2695129442179163, 1.6910814921229684, 2.143014800254095, 2.6009728956867484, 3.0569048513364727,
+        3.503790683057181, 3.946452265013073, 4.383815365980431, 4.818225893613955, 5.888740960682893,
+        6.944482672150168, 7.989894563718773, 9.02938377768521, 10.060697840353612, 11.086359830674748,
+        12.11058971029925, 13.127104798364808, 14.139879086401237, 15.14921911265538, 16.152288344383056,
+        17.152288344383056, 18.14921911265538, 19.143014800254097, 20.133538908370216, 21.12057393120585,
+        22.103803720955955, 23.08635983067475, 24.06445798922692, 25.041392685158225, 26.01703333929878,
+        26.989449817666692, 27.960946195733833, 28.930949031167522, 29.899273187317604, 30.8668778143375,
+        31.833784374656478, 32.79934054945358, 33.76417613239033, 34.72835378202123, 36.655138434811384,
+        38.58092497567562, 40.505149978319906, 42.42975228000241, 44.3541084391474, 46.28103336724773,
+        48.20682587603185, 53.02938377768521,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Co55_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 8.685880952436747e-07, 1.4331481434642371e-05, 9.336327741651445e-05,
+        0.00038114325769492564, 0.001151090732337307, 0.0028275866787247843, 0.0059861278100218065, 0.019727612600003865,
+        0.049238961363648255, 0.10167663281566902, 0.18228879723157643, 0.29243817096179087, 0.5865873046717549,
+        0.9449759084120479, 1.3324384599156054, 1.7363965022766423, 2.1492191126553797, 2.56702636615906,
+        2.991226075692495, 3.419955748489758, 3.851869600729766, 4.2878017299302265, 5.382017042574868,
+        6.482873583608754, 7.5820633629117085, 8.677606952720494, 9.767155866082181, 10.85003325768977,
+        11.927370363039023, 12.998695158311655, 14.064457989226918, 15.127104798364808, 16.181843587944773,
+        17.232996110392154, 18.281033367247726, 19.32428245529769, 20.3654879848909, 21.401400540781545,
+        22.436162647040756, 23.468347330412158, 24.4983105537896, 25.525044807036846, 26.550228353055093,
+        27.57403126772772, 28.59659709562646, 29.6170003411209, 30.636487896353366, 31.65609820201283,
+        32.673941998634085, 33.69108149212297, 34.70757017609794, 35.72427586960079, 37.75587485567249,
+        39.786751422145564, 41.818225893613956, 43.850033257689766, 45.88309335857569, 47.91750550955255,
+        49.954242509439325, 55.05690485133647,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ni56_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 4.342942647204277e-07, 7.817230319428646e-06, 6.42708273977769e-05,
+        0.0002904458650804842, 0.0009123622824012837, 0.0022498876258026487, 0.0046944487518873, 0.014735532704563181,
+        0.03529042138996706, 0.07190703372466718, 0.13162956968664008, 0.22190042758492473, 0.5092025223311029,
+        0.9132839017604184, 1.374748346010104, 1.8555191556678001, 2.3404441148401185, 2.8221680793680175,
+        3.3031960574204886, 3.783903579272735, 4.26245108973043, 4.7419390777291985, 5.9344984512435675,
+        7.117271295655764, 8.292256071356476, 9.456366033129044, 10.608526033577194, 11.750508394851346,
+        12.88309335857569, 14.008600171761918, 15.123851640967086, 16.232996110392154, 17.33645973384853,
+        18.432969290874407, 19.525044807036846, 20.612783856719737, 21.695481676490196, 22.773786444981194,
+        23.8481891169914, 24.919078092376076, 25.987219229908003, 27.053078443483418, 28.113943352306837,
+        29.17609125905568, 30.232996110392154, 31.287801729930226, 32.3424226808222, 33.39619934709574,
+        34.44715803134222, 35.49692964807321, 36.54530711646582, 37.594392550375424, 39.68752896121463,
+        41.77959649125783, 43.86981820797933, 45.959518376973, 48.04921802267018, 50.13987908640124,
+        52.230448921378276, 57.462397997898954,
+    };
+
+
+}
+
diff --git a/networks/ase/reaclib_rates.H b/networks/ase/reaclib_rates.H
index 01b30a072..7c96a6b18 100644
--- a/networks/ase/reaclib_rates.H
+++ b/networks/ase/reaclib_rates.H
@@ -2252,11 +2252,11 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     amrex::Real set_rate{0.0};
 
     // ls09c
-    ln_set_rate =  40.04074558314484 + -22.547578710551672 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
+    ln_set_rate =  40.04074558130668 + -22.547578710171805 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
                          + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.547578710551672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
+        dln_set_rate_dT9 =  22.547578710171805 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
                                   + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2269,11 +2269,11 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // ls09c
-    ln_set_rate =  40.43534558314484 + -26.326068710551674 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
+    ln_set_rate =  40.43534558130668 + -26.326068710171807 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
                          + 0.148883 * tfactors.T9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  26.326068710551674 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
+        dln_set_rate_dT9 =  26.326068710171807 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
                                   + 0.148883;
     }
 
@@ -2328,11 +2328,11 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // nac2 
-    ln_set_rate =  279.2945280776573 + -84.95160042649215 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
+    ln_set_rate =  279.29452807581913 + -84.95160042509195 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
                          + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 138.803 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.95160042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
+        dln_set_rate_dT9 =  84.95160042509195 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
                                   + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 138.803 * tfactors.T9i;
     }
 
@@ -2345,11 +2345,11 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // nac2 
-    ln_set_rate =  94.31312807765731 + -84.50317042649215 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
+    ln_set_rate =  94.31312807581915 + -84.50317042509195 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
                          + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 71.8554 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.50317042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
+        dln_set_rate_dT9 =  84.50317042509195 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
                                   + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 71.8554 * tfactors.T9i;
     }
 
@@ -2403,11 +2403,11 @@ void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  46.248979543913606 + -51.22930570025806 * tfactors.T9i + -36.2504 * tfactors.T913i
+    ln_set_rate =  46.248979542075446 + -51.229305699394985 * tfactors.T9i + -36.2504 * tfactors.T913i
                          + -5.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  51.22930570025806 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2504 * tfactors.T943i
+        dln_set_rate_dT9 =  51.229305699394985 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2504 * tfactors.T943i
                                   + (5.0/3.0) * -5.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2420,10 +2420,10 @@ void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  38.61457954391361 + -62.19490570025806 * tfactors.T9i + -5.6227 * tfactors.T913i;
+    ln_set_rate =  38.61457954207545 + -62.19490569939499 * tfactors.T9i + -5.6227 * tfactors.T913i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  62.19490570025806 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i;
+        dln_set_rate_dT9 =  62.19490569939499 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2435,10 +2435,10 @@ void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  24.91191754391361 + -56.38964570025806 * tfactors.T9i;
+    ln_set_rate =  24.91191754207545 + -56.38964569939498 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  56.38964570025806 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  56.38964569939498 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2491,11 +2491,11 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // co10c
-    ln_set_rate =  34.26581585936365 + -67.65193003813836 * tfactors.T9i + -3.65925 * tfactors.T913
+    ln_set_rate =  34.26581585752549 + -67.65193003721365 * tfactors.T9i + -3.65925 * tfactors.T913
                          + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  67.65193003813836 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
+        dln_set_rate_dT9 =  67.65193003721365 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
                                   + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923;
     }
 
@@ -2508,10 +2508,10 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     }
 
     // co10c
-    ln_set_rate =  28.64304585936365 + -65.24613003813835 * tfactors.T9i;
+    ln_set_rate =  28.64304585752549 + -65.24613003721365 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  65.24613003813835 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  65.24613003721365 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2523,11 +2523,11 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     }
 
     // co10c
-    ln_set_rate =  48.66033585936365 + -54.887630038138354 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
+    ln_set_rate =  48.66033585752549 + -54.88763003721364 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
                          + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  54.887630038138354 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
+        dln_set_rate_dT9 =  54.88763003721364 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
                                   + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2580,10 +2580,10 @@ void rate_Ne21_to_n_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ka02c
-    ln_set_rate =  34.98067721784105 + -80.1620770211219 * tfactors.T9i;
+    ln_set_rate =  34.98067721600289 + -80.1620770198001 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  80.1620770211219 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  80.1620770198001 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2595,11 +2595,11 @@ void rate_Ne21_to_n_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // ka02c
-    ln_set_rate =  30.822787217841046 + -78.4581470211219 * tfactors.T9i
+    ln_set_rate =  30.822787216002887 + -78.4581470198001 * tfactors.T9i
                          + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.4581470211219 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  78.4581470198001 * tfactors.T9i * tfactors.T9i
                                   + 1.5 * tfactors.T9i;
     }
 
@@ -2652,10 +2652,10 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -24.579038986172677 + -78.40599033331655 * tfactors.T9i;
+    ln_set_rate =  -24.579038988010836 + -78.40599033199892 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.40599033331655 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  78.40599033199892 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2667,11 +2667,11 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  42.145961013827325 + -78.20981033331655 * tfactors.T9i + -19.2096 * tfactors.T913i
+    ln_set_rate =  42.145961011989165 + -78.20981033199892 * tfactors.T9i + -19.2096 * tfactors.T913i
                          + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.20981033331655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -19.2096 * tfactors.T943i
+        dln_set_rate_dT9 =  78.20981033199892 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -19.2096 * tfactors.T943i
                                   + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2684,11 +2684,11 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  -16.409838986172673 + -82.42366033331655 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
+    ln_set_rate =  -16.409838988010833 + -82.42366033199892 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
                          + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  82.42366033331655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
+        dln_set_rate_dT9 =  82.42366033199892 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
                                   + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923;
     }
 
@@ -2701,10 +2701,10 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  24.833401013827324 + -79.60938033331655 * tfactors.T9i;
+    ln_set_rate =  24.833401011989164 + -79.60938033199892 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  79.60938033331655 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  79.60938033199892 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2756,11 +2756,11 @@ void rate_Na22_to_He4_F18_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // rpsmr
-    ln_set_rate =  59.32234728275454 + -100.23588367240258 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
+    ln_set_rate =  59.32234728091638 + -100.23588367074468 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
                          + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 39.3396 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.23588367240258 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
+        dln_set_rate_dT9 =  100.23588367074468 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
                                   + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 39.3396 * tfactors.T9i;
     }
 
@@ -2813,11 +2813,11 @@ void rate_Na23_to_n_Na22_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  37.066494969294254 + -144.1130291985219 * tfactors.T9i + 1.02148 * tfactors.T913
+    ln_set_rate =  37.066494967456094 + -144.11302919609398 * tfactors.T9i + 1.02148 * tfactors.T913
                          + -0.334638 * tfactors.T9 + 0.0258708 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  144.1130291985219 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 1.02148 * tfactors.T923i
+        dln_set_rate_dT9 =  144.11302919609398 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 1.02148 * tfactors.T923i
                                   + -0.334638 + (5.0/3.0) * 0.0258708 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -2870,11 +2870,11 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  43.93571176470678 + -135.6881490421346 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
+    ln_set_rate =  43.93571176286862 + -135.6881490398486 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
                          + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  135.6881490421346 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
+        dln_set_rate_dT9 =  135.6881490398486 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
                                   + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2887,11 +2887,11 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  34.08761176470678 + -138.9684390421346 * tfactors.T9i + -0.360588 * tfactors.T913
+    ln_set_rate =  34.08761176286862 + -138.96843903984862 * tfactors.T9i + -0.360588 * tfactors.T913
                          + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  138.9684390421346 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
+        dln_set_rate_dT9 =  138.96843903984862 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
                                   + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923;
     }
 
@@ -2904,10 +2904,10 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  20.002361764706784 + -137.3003390421346 * tfactors.T9i;
+    ln_set_rate =  20.002361762868624 + -137.3003390398486 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  137.3003390421346 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  137.3003390398486 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2959,10 +2959,10 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -13.886931148855957 + -110.62012330714883 * tfactors.T9i;
+    ln_set_rate =  -13.886931150694117 + -110.62012330532738 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  110.62012330714883 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  110.62012330532738 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2974,11 +2974,11 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  49.324368851144044 + -108.11407330714883 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
+    ln_set_rate =  49.324368849305884 + -108.11407330532738 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
                          + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  108.11407330714883 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
+        dln_set_rate_dT9 =  108.11407330532738 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
                                   + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2991,11 +2991,11 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  16.02029885114404 + -120.89497330714883 * tfactors.T9i + 16.9229 * tfactors.T913
+    ln_set_rate =  16.02029884930588 + -120.89497330532738 * tfactors.T9i + 16.9229 * tfactors.T913
                          + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  120.89497330714883 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
+        dln_set_rate_dT9 =  120.89497330532738 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
                                   + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923;
     }
 
@@ -3008,10 +3008,10 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  26.801638851144045 + -117.33433330714882 * tfactors.T9i;
+    ln_set_rate =  26.801638849305885 + -117.33433330532738 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  117.33433330714882 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  117.33433330532738 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3063,11 +3063,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  11.776564828186824 + -136.3434628922348 * tfactors.T9i + 23.8634 * tfactors.T913
+    ln_set_rate =  11.776564826348665 + -136.34346288996986 * tfactors.T9i + 23.8634 * tfactors.T913
                          + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  136.3434628922348 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
+        dln_set_rate_dT9 =  136.34346288996986 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
                                   + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923;
     }
 
@@ -3080,11 +3080,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  111.46636482818681 + -134.8268158922348 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
+    ln_set_rate =  111.46636482634867 + -134.82681588996985 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
                          + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.8268158922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
+        dln_set_rate_dT9 =  134.82681588996985 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
                                   + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923;
     }
 
@@ -3097,11 +3097,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  46.54946482818683 + -134.4395028922348 * tfactors.T9i + -23.2205 * tfactors.T913i
+    ln_set_rate =  46.54946482634867 + -134.43950288996984 * tfactors.T9i + -23.2205 * tfactors.T913i
                          + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.4395028922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
+        dln_set_rate_dT9 =  134.43950288996984 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3154,11 +3154,11 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // st08r
-    ln_set_rate =  -25.688574833405916 + -128.69270892750794 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
+    ln_set_rate =  -25.688574835244076 + -128.692708925556 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
                          + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  128.69270892750794 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
+        dln_set_rate_dT9 =  128.692708925556 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
                                   + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923;
     }
 
@@ -3171,10 +3171,10 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // st08r
-    ln_set_rate =  32.90059516659409 + -131.48850892750792 * tfactors.T9i;
+    ln_set_rate =  32.90059516475593 + -131.48850892555598 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  131.48850892750792 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  131.48850892555598 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3226,11 +3226,11 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  25.172836958303158 + -106.63693563716609 * tfactors.T9i + 8.09341 * tfactors.T913
+    ln_set_rate =  25.172836956464998 + -106.63693563543316 * tfactors.T9i + 8.09341 * tfactors.T913
                          + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  106.63693563716609 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
+        dln_set_rate_dT9 =  106.63693563543316 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
                                   + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923;
     }
 
@@ -3243,10 +3243,10 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // il10c
-    ln_set_rate =  21.682890958303158 + -105.11947563716609 * tfactors.T9i;
+    ln_set_rate =  21.682890956465 + -105.11947563543316 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  105.11947563716609 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  105.11947563543316 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3258,11 +3258,11 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // il10c
-    ln_set_rate =  43.610880958303156 + -102.85989563716609 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
+    ln_set_rate =  43.610880956464996 + -102.85989563543316 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
                          + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.85989563716609 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
+        dln_set_rate_dT9 =  102.85989563543316 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
                                   + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3315,11 +3315,11 @@ void rate_S32_to_He4_Si28_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  72.81295409739818 + -80.62610309662641 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
+    ln_set_rate =  72.81295409556003 + -80.62610309526808 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
                          + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  80.62610309662641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
+        dln_set_rate_dT9 =  80.62610309526808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
                                   + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3372,11 +3372,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // fy05c
-    ln_set_rate =  22.39392447043974 + -88.54942933569913 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
+    ln_set_rate =  22.39392446676342 + -88.54942933427682 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
                          + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -10.1653 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  88.54942933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
+        dln_set_rate_dT9 =  88.54942933427682 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
                                   + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -10.1653 * tfactors.T9i;
     }
 
@@ -3389,11 +3389,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // fy05c
-    ln_set_rate =  34.95602447043974 + -85.44732933569914 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
+    ln_set_rate =  34.956024466763424 + -85.44732933427683 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
                          + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + 0.8333300000000001 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.44732933569914 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
+        dln_set_rate_dT9 =  85.44732933427683 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
                                   + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + 0.8333300000000001 * tfactors.T9i;
     }
 
@@ -3406,11 +3406,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // fy05c
-    ln_set_rate =  45.77337247043974 + -84.42286933569913 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
+    ln_set_rate =  45.77337246676342 + -84.42286933427683 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
                          + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + 1.66667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.42286933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
+        dln_set_rate_dT9 =  84.42286933427683 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
                                   + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + 1.66667 * tfactors.T9i;
     }
 
@@ -3460,11 +3460,11 @@ void rate_p_O16_to_He4_N13_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // cf88n
-    ln_set_rate =  42.232382494512464 + -60.55237555926846 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
+    ln_set_rate =  42.232382494512464 + -60.552375558248315 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
                          + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  60.55237555926846 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
+        dln_set_rate_dT9 =  60.552375558248315 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
                                   + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -3523,11 +3523,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -6.377717086437262 + -29.88961364462334 * tfactors.T9i + 19.7297 * tfactors.T913
+    ln_set_rate =  -6.377717086437262 + -29.88961364415879 * tfactors.T9i + 19.7297 * tfactors.T913
                          + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.88961364462334 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
+        dln_set_rate_dT9 =  29.88961364415879 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
                                   + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -3540,11 +3540,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  0.227472413562738 + -29.434873644623337 * tfactors.T9i
+    ln_set_rate =  0.227472413562738 + -29.434873644158788 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.434873644623337 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  29.434873644158788 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -3557,11 +3557,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  19.18524291356274 + -27.573843644623338 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
+    ln_set_rate =  19.18524291356274 + -27.57384364415879 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
                          + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.573843644623338 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
+        dln_set_rate_dT9 =  27.57384364415879 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
                                   + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -3619,11 +3619,11 @@ void rate_p_Ne21_to_He4_F18_derived(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real set_rate{0.0};
 
     // rpsmr
-    ln_set_rate =  50.65368626892722 + -22.049056049959066 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
+    ln_set_rate =  50.65368626892722 + -22.04905604961869 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
                          + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.049056049959066 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
+        dln_set_rate_dT9 =  22.04905604961869 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
                                   + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
     }
 
@@ -3681,11 +3681,11 @@ void rate_n_Mg24_to_He4_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // nacrc
-    ln_set_rate =  46.548491633302994 + -29.649543801059973 * tfactors.T9i + -46.88 * tfactors.T913i + -0.536629 * tfactors.T913
+    ln_set_rate =  46.548491633302994 + -29.649543800560455 * tfactors.T9i + -46.88 * tfactors.T913i + -0.536629 * tfactors.T913
                          + 0.144715 * tfactors.T9 + -0.197624 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.649543801059973 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.88 * tfactors.T943i + (1.0/3.0) * -0.536629 * tfactors.T923i
+        dln_set_rate_dT9 =  29.649543800560455 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.88 * tfactors.T943i + (1.0/3.0) * -0.536629 * tfactors.T923i
                                   + 0.144715 + (5.0/3.0) * -0.197624 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -3698,11 +3698,11 @@ void rate_n_Mg24_to_He4_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // nacrc
-    ln_set_rate =  -4.696018366697003 + -42.91334380105997 * tfactors.T9i + 18.0748 * tfactors.T913
+    ln_set_rate =  -4.696018366697003 + -42.913343800560455 * tfactors.T9i + 18.0748 * tfactors.T913
                          + -0.981883 * tfactors.T9 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  42.91334380105997 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0748 * tfactors.T923i
+        dln_set_rate_dT9 =  42.913343800560455 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0748 * tfactors.T923i
                                   + -0.981883 + -1.5 * tfactors.T9i;
     }
 
@@ -3760,11 +3760,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -6.445750338407262 + -22.82086933218981 * tfactors.T9i + 18.0416 * tfactors.T913
+    ln_set_rate =  -6.445750338407262 + -22.820869331876814 * tfactors.T9i + 18.0416 * tfactors.T913
                          + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.82086933218981 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
+        dln_set_rate_dT9 =  22.820869331876814 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
                                   + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -3777,11 +3777,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  -26.286160338407264 + -19.54138133218981 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
+    ln_set_rate =  -26.286160338407264 + -19.541381331876813 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
                          + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  19.54138133218981 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
+        dln_set_rate_dT9 =  19.541381331876813 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
                                   + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -3794,11 +3794,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  30.039739661592737 + -18.578369332189812 * tfactors.T9i + -26.4162 * tfactors.T913i
+    ln_set_rate =  30.039739661592737 + -18.578369331876814 * tfactors.T9i + -26.4162 * tfactors.T913i
                          + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  18.578369332189812 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
+        dln_set_rate_dT9 =  18.578369331876814 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -3856,11 +3856,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -11.433473139095032 + -25.65965858572089 * tfactors.T9i + 21.521 * tfactors.T913
+    ln_set_rate =  -11.433473139095032 + -25.659658585346307 * tfactors.T9i + 21.521 * tfactors.T913
                          + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.65965858572089 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
+        dln_set_rate_dT9 =  25.659658585346307 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
                                   + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -3873,11 +3873,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     }
 
     // il10c
-    ln_set_rate =  -13.459473139095032 + -24.11106858572089 * tfactors.T9i
+    ln_set_rate =  -13.459473139095032 + -24.111068585346306 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  24.11106858572089 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  24.111068585346306 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -3890,11 +3890,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     }
 
     // il10c
-    ln_set_rate =  60.342426860904965 + -22.23390858572089 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
+    ln_set_rate =  60.342426860904965 + -22.233908585346306 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
                          + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.23390858572089 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
+        dln_set_rate_dT9 =  22.233908585346306 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
                                   + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -3952,11 +3952,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  2.425628238034531 + -27.66622776398283 * tfactors.T9i + 5.33756 * tfactors.T913
+    ln_set_rate =  2.425628238034531 + -27.66622776361797 * tfactors.T9i + 5.33756 * tfactors.T913
                          + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.66622776398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
+        dln_set_rate_dT9 =  27.66622776361797 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
                                   + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -3969,11 +3969,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  -0.877601761965469 + -25.59141776398283 * tfactors.T9i
+    ln_set_rate =  -0.877601761965469 + -25.591417763617972 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.59141776398283 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  25.591417763617972 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -3986,11 +3986,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  -57.39498176196547 + -22.18939876398283 * tfactors.T9i + 25.5338 * tfactors.T913
+    ln_set_rate =  -57.39498176196547 + -22.189398763617973 * tfactors.T9i + 25.5338 * tfactors.T913
                          + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.18939876398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
+        dln_set_rate_dT9 =  22.189398763617973 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
                                   + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -4003,11 +4003,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  32.25441823803453 + -21.65646776398283 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
+    ln_set_rate =  32.25441823803453 + -21.65646776361797 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
                          + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  21.65646776398283 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
+        dln_set_rate_dT9 =  21.65646776361797 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
                                   + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4065,11 +4065,11 @@ void rate_Ar36_to_He4_S32_derived_removed(const tf_t& tfactors, amrex::Real& rat
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  73.81637663285039 + -77.06281976216322 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
+    ln_set_rate =  73.81637663101225 + -77.06281976086491 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
                          + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  77.06281976216322 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
+        dln_set_rate_dT9 =  77.06281976086491 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
                                   + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4122,10 +4122,10 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  16.01685487088493 + -100.72924752614605 * tfactors.T9i;
+    ln_set_rate =  16.01685486904677 + -100.7292475244829 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.72924752614605 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  100.7292475244829 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4137,10 +4137,10 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  -17.47510512911507 + -99.28393852614604 * tfactors.T9i;
+    ln_set_rate =  -17.47510513095323 + -99.28393852448289 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.28393852614604 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  99.28393852448289 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4152,11 +4152,11 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  60.73659487088493 + -98.71928752614605 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
+    ln_set_rate =  60.73659486904677 + -98.7192875244829 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
                          + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.71928752614605 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
+        dln_set_rate_dT9 =  98.7192875244829 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
                                   + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4169,11 +4169,11 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  17.202804870884933 + -102.37020752614605 * tfactors.T9i + 18.0179 * tfactors.T913
+    ln_set_rate =  17.202804869046773 + -102.3702075244829 * tfactors.T9i + 18.0179 * tfactors.T913
                          + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.37020752614605 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
+        dln_set_rate_dT9 =  102.3702075244829 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
                                   + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923;
     }
 
@@ -4226,11 +4226,11 @@ void rate_He4_Ar36_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  20.636664061510302 + -14.953349961318928 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
+    ln_set_rate =  20.636664061510302 + -14.953349961067001 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
                          + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  14.953349961318928 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
+        dln_set_rate_dT9 =  14.953349961067001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
                                   + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4288,11 +4288,11 @@ void rate_Ca40_to_He4_Ar36_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  77.28261041284823 + -81.69174599574632 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
+    ln_set_rate =  77.28261041101007 + -81.69174599437001 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
                          + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  81.69174599574632 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
+        dln_set_rate_dT9 =  81.69174599437001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
                                   + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4345,11 +4345,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     amrex::Real set_rate{0.0};
 
     // lo18r
-    ln_set_rate =  2786.4340744743586 + -101.86662364079672 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
+    ln_set_rate =  2786.4340744725205 + -101.86662363916852 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
                          + 1137.69 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  101.86662364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
+        dln_set_rate_dT9 =  101.86662363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
                                   + 1137.69 * tfactors.T9i;
     }
 
@@ -4362,11 +4362,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // lo18r
-    ln_set_rate =  613.1530744743586 + -109.20898364079672 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
+    ln_set_rate =  613.1530744725204 + -109.20898363916852 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
                          + 566.426 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  109.20898364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
+        dln_set_rate_dT9 =  109.20898363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
                                   + 566.426 * tfactors.T9i;
     }
 
@@ -4379,11 +4379,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // lo18r
-    ln_set_rate =  127.30607447435852 + -98.30936364079672 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
+    ln_set_rate =  127.30607447252038 + -98.30936363916852 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
                          + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 60.7367 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.30936364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
+        dln_set_rate_dT9 =  98.30936363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
                                   + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 60.7367 * tfactors.T9i;
     }
 
@@ -4436,11 +4436,11 @@ void rate_He4_Ca40_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  35.65752817292938 + -40.87575463203665 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
+    ln_set_rate =  35.65752817292938 + -40.875754631348 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
                          + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  40.87575463203665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
+        dln_set_rate_dT9 =  40.875754631348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
                                   + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4498,11 +4498,11 @@ void rate_Ti44_to_He4_Ca40_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // chw0 
-    ln_set_rate =  78.69908591662849 + -59.4975248620018 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
+    ln_set_rate =  78.69908591479032 + -59.49752486099942 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
                          + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  59.4975248620018 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
+        dln_set_rate_dT9 =  59.49752486099942 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
                                   + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4555,11 +4555,11 @@ void rate_Ti44_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  62.59391408955788 + -100.37327949403844 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
+    ln_set_rate =  62.59391408771972 + -100.37327949234741 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
                          + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.37327949403844 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
+        dln_set_rate_dT9 =  100.37327949234741 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
                                   + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4612,11 +4612,11 @@ void rate_Cr48_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  89.75733412085052 + -89.3041938384302 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
+    ln_set_rate =  89.75733411901237 + -89.30419383692565 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
                          + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  89.3041938384302 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
+        dln_set_rate_dT9 =  89.30419383692565 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
                                   + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4669,11 +4669,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     amrex::Real set_rate{0.0};
 
     // nfisn
-    ln_set_rate =  67.74027107253823 + -100.12633621113824 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
+    ln_set_rate =  67.74027107070006 + -100.12633620955347 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
                          + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -6.20886 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.12633621113824 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
+        dln_set_rate_dT9 =  100.12633620955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
                                   + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -6.20886 * tfactors.T9i;
     }
 
@@ -4686,11 +4686,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  536.5234710725382 + -99.36194621113825 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
+    ln_set_rate =  536.5234710707001 + -99.36194620955347 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
                          + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 332.227 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.36194621113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
+        dln_set_rate_dT9 =  99.36194620955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
                                   + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 332.227 * tfactors.T9i;
     }
 
@@ -4703,11 +4703,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  48.891971072538226 + -93.82037121113825 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
+    ln_set_rate =  48.891971070700066 + -93.82037120955347 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
                          + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -6.9232499999999995 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  93.82037121113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
+        dln_set_rate_dT9 =  93.82037120955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
                                   + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -6.9232499999999995 * tfactors.T9i;
     }
 
@@ -4720,11 +4720,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  65.62307107253824 + -94.58145021113825 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
+    ln_set_rate =  65.62307107070006 + -94.58145020955347 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
                          + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -47.9742 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.58145021113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
+        dln_set_rate_dT9 =  94.58145020955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
                                   + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -47.9742 * tfactors.T9i;
     }
 
@@ -4777,11 +4777,11 @@ void rate_p_V47_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // chw0r
-    ln_set_rate =  -76.61433695168769 + -6.029445311023438 * tfactors.T9i + 70.2835 * tfactors.T913
+    ln_set_rate =  -76.61433695168769 + -6.029445311103694 * tfactors.T9i + 70.2835 * tfactors.T913
                          + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.029445311023438 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
+        dln_set_rate_dT9 =  6.029445311103694 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
                                   + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -4839,11 +4839,11 @@ void rate_Fe52_to_He4_Cr48_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  90.14738712482466 + -92.10912191363732 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
+    ln_set_rate =  90.1473871229865 + -92.10912191208553 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
                          + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.10912191363732 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
+        dln_set_rate_dT9 =  92.10912191208553 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
                                   + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4896,11 +4896,11 @@ void rate_Fe52_to_p_Mn51_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.72798916565748 + -85.6326403498911 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
+    ln_set_rate =  61.72798916381932 + -85.63264034844842 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
                          + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.6326403498911 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
+        dln_set_rate_dT9 =  85.63264034844842 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
                                   + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4953,11 +4953,11 @@ void rate_p_Mn51_to_He4_Cr48_derived_removed(const tf_t& tfactors, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  58.73119795916719 + -6.476551190854941 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
+    ln_set_rate =  58.73119795916719 + -6.476551190745829 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
                          + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.476551190854941 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
+        dln_set_rate_dT9 =  6.476551190745829 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
                                   + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5015,11 +5015,11 @@ void rate_Ni56_to_He4_Fe52_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  91.62258922810439 + -92.801099329237 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
+    ln_set_rate =  91.62258922626623 + -92.80109932767355 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
                          + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.801099329237 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
+        dln_set_rate_dT9 =  92.80109932767355 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
                                   + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5072,11 +5072,11 @@ void rate_Ni56_to_p_Co55_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  63.131770608640906 + -83.14741674893808 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
+    ln_set_rate =  63.131770606802746 + -83.14741674753726 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
                          + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  83.14741674893808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
+        dln_set_rate_dT9 =  83.14741674753726 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
                                   + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5129,11 +5129,11 @@ void rate_p_Co55_to_He4_Fe52_derived_removed(const tf_t& tfactors, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.443418619463486 + -9.65364776674457 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
+    ln_set_rate =  61.443418619463486 + -9.653647766581932 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
                          + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  9.65364776674457 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
+        dln_set_rate_dT9 =  9.653647766581932 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
                                   + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5946,7 +5946,10 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors, [[maybe_unused]] T& rate_eval)
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
 {
 
     [[maybe_unused]] amrex::Real rate{};
diff --git a/networks/he-burn/cno-he-burn-33a/actual_rhs.H b/networks/he-burn/cno-he-burn-33a/actual_rhs.H
index 740361526..83dfc9961 100644
--- a/networks/he-burn/cno-he-burn-33a/actual_rhs.H
+++ b/networks/he-burn/cno-he-burn-33a/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -1983,9 +1985,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -2807,7 +2812,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -2815,7 +2822,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/he-burn/he-burn-18a/actual_rhs.H b/networks/he-burn/he-burn-18a/actual_rhs.H
index dfbcb6c93..da3a0e160 100644
--- a/networks/he-burn/he-burn-18a/actual_rhs.H
+++ b/networks/he-burn/he-burn-18a/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -1050,9 +1052,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -1469,7 +1474,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -1477,7 +1484,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/he-burn/he-burn-18a/he-burn-18a.png b/networks/he-burn/he-burn-18a/he-burn-18a.png
index 9ab7943f2..99a01409d 100644
Binary files a/networks/he-burn/he-burn-18a/he-burn-18a.png and b/networks/he-burn/he-burn-18a/he-burn-18a.png differ
diff --git a/networks/he-burn/he-burn-18a/partition_functions_data.cpp b/networks/he-burn/he-burn-18a/partition_functions_data.cpp
index 839756aaa..1e6a2bee7 100644
--- a/networks/he-burn/he-burn-18a/partition_functions_data.cpp
+++ b/networks/he-burn/he-burn-18a/partition_functions_data.cpp
@@ -38,10 +38,10 @@ namespace part_fun {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.012837224705172217,
-        0.037426497940623665, 0.07188200730612536, 0.12057393120584989, 0.1846914308175988, 0.26245108973042947,
+        0.03742649794062367, 0.07188200730612536, 0.1205739312058499, 0.1846914308175988, 0.26245108973042947,
         0.3463529744506387, 0.437750562820388, 0.534026106056135, 0.6344772701607315, 0.8981764834976765,
         1.1760912590556813, 1.4668676203541096, 1.7641761323903307, 2.0644579892269186, 2.367355921026019,
-        2.667452952889954, 2.9656719712201065, 3.2624510897304293, 3.5550944485783194, 3.845098040014257,
+        2.667452952889954, 2.9656719712201065, 3.2624510897304293, 3.555094448578319, 3.845098040014257,
         4.133538908370218, 4.419955748489758, 4.704150516839799, 4.986771734266245, 5.267171728403014,
         5.547774705387822, 5.8267225201689925, 6.103803720955957, 6.380211241711606, 6.6551384348113825,
         6.929929560084588, 7.204119982655925, 7.477121254719663, 7.748962861256161, 8.021189299069938,
@@ -55,15 +55,15 @@ namespace part_fun {
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ne20_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 6.9486561213582446e-06, 0.00016586881316040883, 0.0011034421778731533, 0.003892457497077877,
-        0.00954097493969645, 0.01859524021829981, 0.031075444833369822, 0.04661767038571622, 0.0846241727916796,
+        0.0, 6.948656121358244e-06, 0.00016586881316040883, 0.0011034421778731533, 0.003892457497077877,
+        0.00954097493969645, 0.01859524021829981, 0.03107544483336982, 0.04661767038571622, 0.0846241727916796,
         0.12822183093465686, 0.174311933665943, 0.22124805254602342, 0.2683385291343481, 0.36172783601759284,
         0.456366033129043, 0.5514499979728752, 0.6483600109809317, 0.7466341989375788, 0.8481891169913987,
-        0.9532763366673044, 1.0644579892269184, 1.1789769472931695, 1.3031960574204888, 1.6434526764861874,
+        0.9532763366673044, 1.0644579892269186, 1.1789769472931695, 1.3031960574204888, 1.6434526764861874,
         2.0170333392987803, 2.4099331233312946, 2.8068580295188172, 3.2013971243204513, 3.5899496013257077,
         3.9731278535996988, 4.352182518111363, 4.725911632295048, 5.096910013008056, 5.465382851448418,
-        5.830588668685144, 6.193124598354461, 6.556302500767287, 6.916980047320382, 7.276461804173244,
-        7.6344772701607315, 7.991669007379948, 8.348304863048162, 8.703291378118662, 9.056904851336473,
+        5.830588668685144, 6.193124598354461, 6.556302500767288, 6.916980047320382, 7.276461804173244,
+        7.6344772701607315, 7.991669007379948, 8.34830486304816, 8.703291378118662, 9.056904851336473,
         9.411619705963231, 9.763427993562937, 10.117271295655764, 10.46686762035411, 10.818225893613956,
         11.170261715394957, 11.519827993775719, 11.869231719730976, 12.217483944213907, 12.916453948549925,
         13.613841821876068, 14.3096301674259, 15.004321373782643, 15.702430536445526, 16.399673721481037,
@@ -73,13 +73,13 @@ namespace part_fun {
     // this is log10(partition function)
 
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Na23_pf_array = {
-        0.0, 0.0, 0.0, 0.0, 1.737174453219938e-06,
-        2.3885539658322847e-05, 0.00013113713282427166, 0.0004423207528904243, 0.0010999766245234138, 0.0022321731976362837,
-        0.003929471989446119, 0.021128907257497758, 0.0479649055541949, 0.07726249885377773, 0.10525805048344758,
+        0.0, 0.0, 0.0, 0.0, 1.7371744532199383e-06,
+        2.3885539658322847e-05, 0.00013113713282427166, 0.0004423207528904243, 0.0010999766245234136, 0.002232173197636284,
+        0.003929471989446119, 0.021128907257497758, 0.0479649055541949, 0.07726249885377771, 0.10525805048344757,
         0.13079227003361296, 0.15390201926318714, 0.17503899265296466, 0.19472325248715508, 0.23147162936712465,
         0.26668504599022796, 0.3016913566252569, 0.33713446730536967, 0.37335950050705796, 0.4487063199050799,
         0.5314789170422551, 0.6211762817750351, 0.7218106152125465, 0.8344207036815325, 0.9590413923210935,
-        1.0934216851622351, 1.2405492482825997, 1.3926969532596658, 1.551449997972875, 1.9628426812012425,
+        1.0934216851622351, 1.2405492482825997, 1.3926969532596658, 1.5514499979728753, 1.9628426812012425,
         2.383815365980431, 2.803457115648414, 3.220108088040055, 3.6344772701607315, 4.045322978786658,
         4.453318340047038, 4.857935264719429, 5.26245108973043, 5.664641975556125, 6.064457989226918,
         6.466867620354109, 6.867467487859051, 7.267171728403014, 7.666517980554881, 8.064457989226918,
@@ -95,14 +95,14 @@ namespace part_fun {
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Mg24_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
-        4.3429426472042774e-07, 5.471765757979972e-05, 0.0007714899373308072, 0.0037633124724497638, 0.010764115210255056,
+        4.342942647204277e-07, 5.471765757979972e-05, 0.0007714899373308071, 0.0037633124724497633, 0.010764115210255056,
         0.022625058328435317, 0.039160607597355665, 0.05951911533271758, 0.08262238957783377, 0.13324118689139802,
         0.185518640557017, 0.2370005304649223, 0.2870228837145503, 0.3357157930198095, 0.43136376415898736,
-        0.526339277389844, 0.6253124509616739, 0.7307822756663892, 0.8463371121298052, 0.9749719942980689,
+        0.5263392773898441, 0.6253124509616739, 0.7307822756663892, 0.8463371121298052, 0.9749719942980689,
         1.1172712956557642, 1.2741578492636798, 1.4424797690644486, 1.6232492903979006, 2.103803720955957,
-        2.598790506763115, 3.089905111439398, 3.5774917998372255, 4.05307844348342, 4.52244423350632,
+        2.598790506763115, 3.089905111439398, 3.577491799837225, 4.05307844348342, 4.52244423350632,
         4.984527313343793, 5.440909082065217, 5.894869656745253, 6.344392273685111, 6.791690649020118,
-        7.235528446907549, 7.678518379040114, 8.12057393120585, 8.558708570533165, 8.99563519459755,
+        7.235528446907549, 7.6785183790401135, 8.12057393120585, 8.558708570533165, 8.99563519459755,
         9.431363764158988, 9.866287339084195, 10.301029995663981, 10.732393759822969, 11.164352855784436,
         11.594392550375426, 12.02530586526477, 12.453318340047037, 12.881384656770573, 13.3096301674259,
         13.736396502276643, 14.161368002234974, 14.588831725594208, 15.012837224705173, 15.86569605991607,
@@ -114,10 +114,10 @@ namespace part_fun {
 
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Al27_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 8.685880952436748e-07, 3.4743419578801875e-06,
-        1.0422942490878872e-05, 0.00032429686817590634, 0.0018833542475028369, 0.005477808032249926, 0.011239204769804155,
-        0.018904286378932662, 0.028126564553716336, 0.03862016194970278, 0.05018673657450416, 0.07608019569340022,
-        0.10530099179798433, 0.13774106877747655, 0.1734986149135784, 0.2127888058397363, 0.30319605742048883,
+        0.0, 0.0, 0.0, 8.685880952436747e-07, 3.4743419578801875e-06,
+        1.0422942490878872e-05, 0.00032429686817590634, 0.0018833542475028369, 0.005477808032249925, 0.011239204769804155,
+        0.01890428637893266, 0.028126564553716336, 0.03862016194970278, 0.05018673657450416, 0.07608019569340022,
+        0.10530099179798431, 0.13774106877747655, 0.1734986149135784, 0.21278880583973628, 0.30319605742048883,
         0.4099331233312945, 0.5352941200427705, 0.6794278966121189, 0.8394780473741984, 1.0128372247051722,
         1.1958996524092338, 1.3873898263387294, 1.5843312243675307, 1.783903579272735, 2.287801729930226,
         2.7944880466591697, 3.296665190261531, 3.7944880466591697, 4.2878017299302265, 4.779596491257824,
@@ -135,10 +135,10 @@ namespace part_fun {
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Si28_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 2.1714669808675565e-06, 7.121845527843468e-05, 0.0005624812393818786, 0.002223099674110693,
-        0.0059171580771474625, 0.01228240711882553, 0.021577095617092278, 0.03370716078346824, 0.06502557053071237,
-        0.10275227725738852, 0.14387160800291654, 0.18660350439861528, 0.23028079132683374, 0.3222192947339193,
-        0.42324587393680785, 0.541579243946581, 0.6839471307515121, 0.8518696007297664, 1.0413926851582251,
+        0.0, 2.1714669808675565e-06, 7.12184552784347e-05, 0.0005624812393818785, 0.002223099674110693,
+        0.0059171580771474625, 0.012282407118825528, 0.02157709561709228, 0.03370716078346824, 0.06502557053071237,
+        0.1027522772573885, 0.14387160800291654, 0.1866035043986153, 0.2302807913268337, 0.3222192947339193,
+        0.42324587393680785, 0.541579243946581, 0.6839471307515121, 0.8518696007297664, 1.041392685158225,
         1.250420002308894, 1.4727564493172123, 1.7024305364455252, 1.9375178920173466, 2.531478917042255,
         3.12057393120585, 3.7024305364455254, 4.271841606536499, 4.834420703681532, 5.389166084364533,
         5.937517892017347, 6.481442628502305, 7.021189299069938, 7.557507201905658, 8.089905111439398,
@@ -155,9 +155,9 @@ namespace part_fun {
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> P31_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
-        4.3429426472042774e-07, 4.820401221806151e-05, 0.0005624812393818786, 0.002468018295084159, 0.006670091319158333,
-        0.013688955408210905, 0.023674199668938998, 0.0365510506801258, 0.05215275629691827, 0.09085986215557586,
-        0.13887811232360858, 0.19608052467040618, 0.2628929908553992, 0.33982852740425823, 0.5237464668115644,
+        4.342942647204277e-07, 4.820401221806151e-05, 0.0005624812393818785, 0.002468018295084159, 0.006670091319158333,
+        0.013688955408210905, 0.023674199668938998, 0.03655105068012579, 0.05215275629691826, 0.09085986215557586,
+        0.13887811232360858, 0.19608052467040618, 0.26289299085539924, 0.33982852740425823, 0.5237464668115644,
         0.7419390777291989, 0.9827233876685453, 1.235528446907549, 1.4899584794248346, 1.7442929831226763,
         1.9960736544852753, 2.24551266781415, 2.4913616938342726, 2.733999286538387, 3.330413773349191,
         3.9132839017604186, 4.48572142648158, 5.049218022670182, 5.608526033577194, 6.164352855784437,
@@ -176,8 +176,8 @@ namespace part_fun {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 5.211502513843472e-06, 6.948155872801059e-05, 0.0003893875360542875,
-        0.001336870159627728, 0.0033782324012585556, 0.00696337755678715, 0.012456734172197396, 0.030114157908450765,
-        0.05748428585387722, 0.09500536995017458, 0.14295136988131382, 0.20165707691270435, 0.3521825181113625,
+        0.001336870159627728, 0.003378232401258555, 0.006963377556787149, 0.012456734172197398, 0.03011415790845077,
+        0.057484285853877215, 0.0950053699501746, 0.14295136988131382, 0.20165707691270435, 0.3521825181113625,
         0.5502283530550941, 0.787460474518415, 1.0569048513364727, 1.3404441148401183, 1.631443769013172,
         1.92272545799326, 2.2121876044039577, 2.4955443375464483, 2.7737864449811935, 3.44870631990508,
         4.096910013008056, 4.726727209026572, 5.3404441148401185, 5.944975908412048, 6.541579243946581,
@@ -197,8 +197,8 @@ namespace part_fun {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 1.8239985202970884e-05, 0.00020710907627919203, 0.0009431313908907785, 0.002698987769012708,
         0.005906875936599731, 0.010907713111778477, 0.017957319425972694, 0.027253766962590423, 0.0532486689285615,
-        0.09021853774459236, 0.13964204799692437, 0.20296975189964025, 0.28111453407611076, 0.48000694295715063,
-        0.7234556720351858, 0.9934362304976118, 1.2741578492636798, 1.5587085705331658, 1.841984804590114,
+        0.09021853774459236, 0.13964204799692437, 0.20296975189964023, 0.28111453407611076, 0.48000694295715063,
+        0.7234556720351858, 0.9934362304976116, 1.2741578492636798, 1.5587085705331658, 1.841984804590114,
         2.123851640967086, 2.401400540781544, 2.678518379040114, 2.951823035315912, 3.6263403673750423,
         4.2878017299302265, 4.942008053022313, 5.588831725594207, 6.230448921378274, 6.870988813760575,
         7.509202522331103, 8.146128035678238, 8.781036938621131, 9.414973347970818, 10.049218022670182,
@@ -215,14 +215,14 @@ namespace part_fun {
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ar36_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 4.3429426472042774e-07, 2.3451268844214655e-05, 0.00023141729162330258, 0.0010622869460975197,
+        0.0, 4.342942647204277e-07, 2.3451268844214655e-05, 0.00023141729162330258, 0.0010622869460975197,
         0.0031540913067783544, 0.007135153007315866, 0.013474284663478431, 0.02245187936733961, 0.048771089883939175,
         0.08643600351808534, 0.13560900039779808, 0.1965840257248699, 0.2696980636423851, 0.45331834004703764,
         0.6848453616444125, 0.9585638832219674, 1.2624510897304295, 1.5809249756756194, 1.9057958803678685,
         2.230448921378274, 2.550228353055094, 2.8662873390841948, 3.1760912590556813, 3.929418925714293,
         4.657055852857104, 5.365487984890899, 6.060697840353612, 6.746634198937579, 7.426511261364575,
         8.100370545117563, 8.773054693364262, 9.442479769064448, 10.11058971029925, 10.77451696572855,
-        11.437750562820389, 12.100370545117563, 12.758911892397974, 13.41664050733828, 14.071882007306126,
+        11.437750562820387, 12.100370545117563, 12.758911892397974, 13.41664050733828, 14.071882007306126,
         14.727541257028557, 15.38201704257487, 16.03342375548695, 16.684845361644413, 17.33445375115093,
         17.983626287124533, 18.63144376901317, 19.27875360095283, 19.92582757462474, 20.57170883180869,
         21.217483944213907, 21.863322860120455, 22.50785587169583, 23.152288344383056, 24.440909082065218,
@@ -236,8 +236,8 @@ namespace part_fun {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 3.908632748276029e-06, 3.4307908925770636e-05,
-        0.00016282990201490303, 0.000539492815639634, 0.0014074368520356397, 0.0031075244141559894, 0.010846721573671133,
-        0.028297088943748088, 0.060956829214686044, 0.11414775667614005, 0.1912997955319451, 0.4132997640812518,
+        0.00016282990201490303, 0.0005394928156396339, 0.0014074368520356395, 0.0031075244141559894, 0.010846721573671135,
+        0.028297088943748088, 0.06095682921468604, 0.11414775667614005, 0.1912997955319451, 0.4132997640812518,
         0.7015679850559274, 1.0170333392987803, 1.3384564936046048, 1.6599162000698502, 1.9772662124272926,
         2.292256071356476, 2.6020599913279625, 2.910090545594068, 3.214843848047698, 3.9684829485539352,
         4.710963118995275, 5.444044795918076, 6.173186268412274, 6.897627091290442, 7.619093330626742,
@@ -256,8 +256,8 @@ namespace part_fun {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 3.4743419578801875e-06,
-        2.6056887215373325e-05, 0.00012419046343446514, 0.0004254001802063995, 0.0011532564515138496, 0.005324252203746658,
-        0.016451245325404363, 0.039380405510556264, 0.07909980819723089, 0.1397280011737941, 0.33041377334919086,
+        2.6056887215373325e-05, 0.00012419046343446514, 0.0004254001802063995, 0.0011532564515138494, 0.005324252203746658,
+        0.016451245325404363, 0.03938040551055626, 0.07909980819723089, 0.13972800117379408, 0.33041377334919086,
         0.6063813651106049, 0.9385197251764918, 1.2988530764097066, 1.6693168805661123, 2.037426497940624,
         2.403120521175818, 2.761927838420529, 3.113943352306837, 3.459392487759231, 4.301029995663981,
         5.117271295655764, 5.9148718175400505, 6.701567985055927, 7.478566495593843, 8.250420002308894,
@@ -273,11 +273,11 @@ namespace part_fun {
     // this is log10(partition function)
 
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Sc43_pf_array = {
-        0.0, 1.737174453219938e-06, 3.213660262116793e-05, 0.0006088881229004689, 0.0026394223512168323,
-        0.006348788305828209, 0.011375876688411649, 0.017242084547645732, 0.02355944464942603, 0.030067962575438752,
-        0.03661053325876141, 0.06810122175372875, 0.09804672309111767, 0.12848424511267922, 0.16058766813472455,
-        0.1946644458530261, 0.23055748142930874, 0.2679262754358927, 0.3064134462100847, 0.3856843680943845,
-        0.4672642331672854, 0.5514418243762168, 0.6393550853495756, 0.7324654125012992, 0.9380190974762103,
+        0.0, 1.7371744532199383e-06, 3.2136602621167924e-05, 0.0006088881229004689, 0.0026394223512168323,
+        0.006348788305828209, 0.011375876688411647, 0.017242084547645732, 0.02355944464942603, 0.03006796257543875,
+        0.03661053325876141, 0.06810122175372875, 0.09804672309111766, 0.12848424511267922, 0.16058766813472455,
+        0.1946644458530261, 0.23055748142930874, 0.26792627543589265, 0.3064134462100847, 0.3856843680943845,
+        0.4672642331672854, 0.5514418243762168, 0.6393550853495756, 0.732465412501299, 0.9380190974762103,
         1.1760912590556813, 1.4456042032735976, 1.7371926427047373, 2.0453229787866576, 2.359835482339888,
         2.678518379040114, 3.0, 3.322219294733919, 3.6424645202421213, 4.439332693830263,
         5.230448921378274, 6.017033339298781, 6.8020892578817325, 7.585460729508501, 8.36735592102602,
@@ -294,9 +294,9 @@ namespace part_fun {
 
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ti44_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 4.3429426472042774e-07, 1.737174453219938e-06,
-        7.382943437485088e-06, 0.0004987179011085027, 0.004043078170724821, 0.01413521502778782, 0.032426549056877405,
-        0.058561151016688254, 0.09131586357749837, 0.1294359425571275, 0.17190802974603506, 0.2667731684215763,
+        0.0, 0.0, 0.0, 4.342942647204277e-07, 1.7371744532199383e-06,
+        7.382943437485089e-06, 0.0004987179011085028, 0.004043078170724821, 0.01413521502778782, 0.032426549056877405,
+        0.05856115101668825, 0.09131586357749837, 0.1294359425571275, 0.17190802974603506, 0.2667731684215763,
         0.37035022176288673, 0.47788465213962983, 0.5860935485551829, 0.693748838923791, 0.9116901587538612,
         1.1522883443830565, 1.4409090820652177, 1.7788744720027396, 2.1522883443830563, 2.5415792439465807,
         2.9334872878487053, 3.322219294733919, 3.7041505168397992, 4.079181246047625, 4.996073654485276,
@@ -313,8 +313,8 @@ namespace part_fun {
     // this is log10(partition function)
 
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> V47_pf_array = {
-        2.518834949526704e-05, 0.0007584840322833457, 0.004226764680268442, 0.024475815916759108, 0.05998274311239668,
-        0.1028026649155908, 0.14672973694476377, 0.18852098344730983, 0.22688178294786618, 0.2615226538586488,
+        2.518834949526704e-05, 0.0007584840322833457, 0.004226764680268442, 0.024475815916759104, 0.05998274311239668,
+        0.10280266491559079, 0.14672973694476377, 0.1885209834473098, 0.22688178294786615, 0.2615226538586488,
         0.29260868165003595, 0.4071409645052156, 0.48021742410342627, 0.5329079468954852, 0.5750746363992424,
         0.6115960803783954, 0.6450760714077263, 0.6770396273057074, 0.708482088001612, 0.7725618227871047,
         0.8417322779915452, 0.9194240819892174, 1.0083997539725875, 1.110602503281611, 1.3560258571931227,
@@ -334,11 +334,11 @@ namespace part_fun {
 
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Cr48_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 8.685880952436748e-07, 8.251516766996927e-06, 3.951899976600419e-05, 0.00013330794422173613,
-        0.00035120219371925006, 0.006401856055765157, 0.02685304570895992, 0.0621531182513584, 0.10696594975266842,
-        0.15598699109465686, 0.20581584444582904, 0.25471214514215257, 0.30198352738731143, 0.39152612205819926,
+        0.0, 8.685880952436747e-07, 8.251516766996927e-06, 3.951899976600419e-05, 0.00013330794422173613,
+        0.00035120219371925, 0.006401856055765157, 0.02685304570895992, 0.06215311825135839, 0.10696594975266842,
+        0.15598699109465686, 0.205815844445829, 0.25471214514215257, 0.30198352738731143, 0.39152612205819926,
         0.47640596203905256, 0.5602400543128645, 0.6474755901642433, 0.7433846322638775, 0.983175072037813,
-        1.3096301674258988, 1.7067177823367587, 2.1398790864012365, 2.5774917998372255, 3.012837224705172,
+        1.3096301674258988, 1.7067177823367587, 2.1398790864012365, 2.577491799837225, 3.012837224705172,
         3.437750562820388, 3.8549130223078554, 4.264817823009537, 4.666517980554881, 5.648360010980932,
         6.606381365110605, 7.550228353055094, 8.484299839346786, 9.414973347970818, 10.340444114840118,
         11.264817823009537, 12.1846914308176, 13.103803720955957, 14.021189299069938, 14.935003151453655,
@@ -353,11 +353,11 @@ namespace part_fun {
     // this is log10(partition function)
 
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Mn51_pf_array = {
-        0.0, 0.0, 4.3429426472042774e-07, 6.0362737871404116e-05, 0.0005954436481690332,
-        0.0023527034524912656, 0.0058636025937444025, 0.011219737158250307, 0.018191443590229183, 0.026405776501228783,
-        0.035473365577059296, 0.08393991903492294, 0.12694077261184436, 0.1626799839654217, 0.19356340377635364,
-        0.22185561141496238, 0.24912127857304392, 0.27638918590325057, 0.30436276263857276, 0.36442247019537943,
-        0.4326074417788098, 0.5117005179251304, 0.6041057952026397, 0.7115562776994953, 0.9717395908877783,
+        0.0, 0.0, 4.342942647204277e-07, 6.0362737871404116e-05, 0.0005954436481690331,
+        0.002352703452491265, 0.0058636025937444025, 0.011219737158250306, 0.018191443590229183, 0.026405776501228783,
+        0.035473365577059296, 0.08393991903492294, 0.12694077261184436, 0.16267998396542166, 0.19356340377635362,
+        0.22185561141496238, 0.2491212785730439, 0.27638918590325057, 0.30436276263857276, 0.36442247019537943,
+        0.4326074417788097, 0.5117005179251304, 0.6041057952026397, 0.7115562776994953, 0.9717395908877782,
         1.287801729930226, 1.640481436970422, 2.0170333392987803, 2.403120521175818, 2.7944880466591697,
         3.1903316981702914, 3.5854607295085006, 3.9827233876685453, 4.380211241711606, 5.372912002970106,
         6.363611979892144, 7.354108439147401, 8.342422680822207, 9.328379603438737, 10.311753861055754,
@@ -374,13 +374,13 @@ namespace part_fun {
 
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Fe52_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 1.737174453219938e-06, 9.554373504133797e-06, 3.778197643341552e-05,
-        0.00011333607006293108, 0.0030242952161453874, 0.015422212189991185, 0.040215337130588114, 0.07478865660777631,
-        0.11488541698288197, 0.15714990338033966, 0.19960737134331175, 0.24132628928072955, 0.3217032118192907,
+        0.0, 0.0, 1.7371744532199383e-06, 9.554373504133797e-06, 3.778197643341552e-05,
+        0.00011333607006293108, 0.0030242952161453874, 0.015422212189991184, 0.040215337130588114, 0.07478865660777631,
+        0.11488541698288196, 0.15714990338033966, 0.19960737134331175, 0.24132628928072955, 0.3217032118192907,
         0.3993396534463543, 0.4778337814344742, 0.5623989859221217, 0.6594581913549248, 0.9153998352122699,
         1.2695129442179163, 1.6910814921229684, 2.143014800254095, 2.6009728956867484, 3.0569048513364727,
         3.503790683057181, 3.946452265013073, 4.383815365980431, 4.818225893613955, 5.888740960682893,
-        6.944482672150168, 7.9898945637187735, 9.02938377768521, 10.060697840353612, 11.086359830674748,
+        6.944482672150168, 7.989894563718773, 9.02938377768521, 10.060697840353612, 11.086359830674748,
         12.11058971029925, 13.127104798364808, 14.139879086401237, 15.14921911265538, 16.152288344383056,
         17.152288344383056, 18.14921911265538, 19.143014800254097, 20.133538908370216, 21.12057393120585,
         22.103803720955955, 23.08635983067475, 24.06445798922692, 25.041392685158225, 26.01703333929878,
@@ -395,11 +395,11 @@ namespace part_fun {
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Co55_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 8.685880952436748e-07, 1.433148143464237e-05, 9.336327741651445e-05,
-        0.00038114325769492564, 0.0011510907323373071, 0.0028275866787247843, 0.005986127810021806, 0.019727612600003868,
+        0.0, 0.0, 8.685880952436747e-07, 1.4331481434642371e-05, 9.336327741651445e-05,
+        0.00038114325769492564, 0.001151090732337307, 0.0028275866787247843, 0.0059861278100218065, 0.019727612600003865,
         0.049238961363648255, 0.10167663281566902, 0.18228879723157643, 0.29243817096179087, 0.5865873046717549,
-        0.9449759084120479, 1.3324384599156054, 1.7363965022766426, 2.1492191126553797, 2.56702636615906,
-        2.9912260756924947, 3.419955748489758, 3.851869600729766, 4.2878017299302265, 5.382017042574868,
+        0.9449759084120479, 1.3324384599156054, 1.7363965022766423, 2.1492191126553797, 2.56702636615906,
+        2.991226075692495, 3.419955748489758, 3.851869600729766, 4.2878017299302265, 5.382017042574868,
         6.482873583608754, 7.5820633629117085, 8.677606952720494, 9.767155866082181, 10.85003325768977,
         11.927370363039023, 12.998695158311655, 14.064457989226918, 15.127104798364808, 16.181843587944773,
         17.232996110392154, 18.281033367247726, 19.32428245529769, 20.3654879848909, 21.401400540781545,
@@ -415,11 +415,11 @@ namespace part_fun {
     AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ni56_pf_array = {
         0.0, 0.0, 0.0, 0.0, 0.0,
         0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 4.3429426472042774e-07, 7.817230319428648e-06, 6.42708273977769e-05,
-        0.0002904458650804842, 0.0009123622824012838, 0.0022498876258026487, 0.004694448751887299, 0.014735532704563181,
-        0.03529042138996706, 0.07190703372466718, 0.13162956968664008, 0.2219004275849247, 0.5092025223311029,
-        0.9132839017604184, 1.3747483460101038, 1.8555191556678001, 2.3404441148401185, 2.8221680793680175,
-        3.303196057420489, 3.783903579272735, 4.26245108973043, 4.7419390777291985, 5.9344984512435675,
+        0.0, 0.0, 4.342942647204277e-07, 7.817230319428646e-06, 6.42708273977769e-05,
+        0.0002904458650804842, 0.0009123622824012837, 0.0022498876258026487, 0.0046944487518873, 0.014735532704563181,
+        0.03529042138996706, 0.07190703372466718, 0.13162956968664008, 0.22190042758492473, 0.5092025223311029,
+        0.9132839017604184, 1.374748346010104, 1.8555191556678001, 2.3404441148401185, 2.8221680793680175,
+        3.3031960574204886, 3.783903579272735, 4.26245108973043, 4.7419390777291985, 5.9344984512435675,
         7.117271295655764, 8.292256071356476, 9.456366033129044, 10.608526033577194, 11.750508394851346,
         12.88309335857569, 14.008600171761918, 15.123851640967086, 16.232996110392154, 17.33645973384853,
         18.432969290874407, 19.525044807036846, 20.612783856719737, 21.695481676490196, 22.773786444981194,
diff --git a/networks/he-burn/he-burn-18a/reaclib_rates.H b/networks/he-burn/he-burn-18a/reaclib_rates.H
index 5a7f99f0f..6e21d6454 100644
--- a/networks/he-burn/he-burn-18a/reaclib_rates.H
+++ b/networks/he-burn/he-burn-18a/reaclib_rates.H
@@ -1910,11 +1910,11 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     amrex::Real set_rate{0.0};
 
     // ls09c
-    ln_set_rate =  40.04074558314484 + -22.547578710551672 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
+    ln_set_rate =  40.04074558130668 + -22.547578710171805 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
                          + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.547578710551672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
+        dln_set_rate_dT9 =  22.547578710171805 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
                                   + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -1927,11 +1927,11 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // ls09c
-    ln_set_rate =  40.43534558314484 + -26.326068710551674 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
+    ln_set_rate =  40.43534558130668 + -26.326068710171807 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
                          + 0.148883 * tfactors.T9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  26.326068710551674 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
+        dln_set_rate_dT9 =  26.326068710171807 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
                                   + 0.148883;
     }
 
@@ -1986,11 +1986,11 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // nac2 
-    ln_set_rate =  279.2945280776573 + -84.95160042649215 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
+    ln_set_rate =  279.29452807581913 + -84.95160042509195 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
                          + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 138.803 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.95160042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
+        dln_set_rate_dT9 =  84.95160042509195 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
                                   + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 138.803 * tfactors.T9i;
     }
 
@@ -2003,11 +2003,11 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // nac2 
-    ln_set_rate =  94.31312807765731 + -84.50317042649215 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
+    ln_set_rate =  94.31312807581915 + -84.50317042509195 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
                          + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 71.8554 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.50317042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
+        dln_set_rate_dT9 =  84.50317042509195 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
                                   + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 71.8554 * tfactors.T9i;
     }
 
@@ -2061,11 +2061,11 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // co10c
-    ln_set_rate =  34.26581585936365 + -67.65193003813836 * tfactors.T9i + -3.65925 * tfactors.T913
+    ln_set_rate =  34.26581585752549 + -67.65193003721365 * tfactors.T9i + -3.65925 * tfactors.T913
                          + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  67.65193003813836 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
+        dln_set_rate_dT9 =  67.65193003721365 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
                                   + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923;
     }
 
@@ -2078,10 +2078,10 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     }
 
     // co10c
-    ln_set_rate =  28.64304585936365 + -65.24613003813835 * tfactors.T9i;
+    ln_set_rate =  28.64304585752549 + -65.24613003721365 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  65.24613003813835 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  65.24613003721365 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2093,11 +2093,11 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     }
 
     // co10c
-    ln_set_rate =  48.66033585936365 + -54.887630038138354 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
+    ln_set_rate =  48.66033585752549 + -54.88763003721364 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
                          + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  54.887630038138354 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
+        dln_set_rate_dT9 =  54.88763003721364 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
                                   + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2150,11 +2150,11 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  43.93571176470678 + -135.6881490421346 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
+    ln_set_rate =  43.93571176286862 + -135.6881490398486 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
                          + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  135.6881490421346 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
+        dln_set_rate_dT9 =  135.6881490398486 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
                                   + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2167,11 +2167,11 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  34.08761176470678 + -138.9684390421346 * tfactors.T9i + -0.360588 * tfactors.T913
+    ln_set_rate =  34.08761176286862 + -138.96843903984862 * tfactors.T9i + -0.360588 * tfactors.T913
                          + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  138.9684390421346 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
+        dln_set_rate_dT9 =  138.96843903984862 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
                                   + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923;
     }
 
@@ -2184,10 +2184,10 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  20.002361764706784 + -137.3003390421346 * tfactors.T9i;
+    ln_set_rate =  20.002361762868624 + -137.3003390398486 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  137.3003390421346 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  137.3003390398486 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2239,10 +2239,10 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -13.886931148855957 + -110.62012330714883 * tfactors.T9i;
+    ln_set_rate =  -13.886931150694117 + -110.62012330532738 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  110.62012330714883 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  110.62012330532738 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2254,11 +2254,11 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  49.324368851144044 + -108.11407330714883 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
+    ln_set_rate =  49.324368849305884 + -108.11407330532738 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
                          + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  108.11407330714883 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
+        dln_set_rate_dT9 =  108.11407330532738 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
                                   + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2271,11 +2271,11 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  16.02029885114404 + -120.89497330714883 * tfactors.T9i + 16.9229 * tfactors.T913
+    ln_set_rate =  16.02029884930588 + -120.89497330532738 * tfactors.T9i + 16.9229 * tfactors.T913
                          + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  120.89497330714883 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
+        dln_set_rate_dT9 =  120.89497330532738 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
                                   + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923;
     }
 
@@ -2288,10 +2288,10 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  26.801638851144045 + -117.33433330714882 * tfactors.T9i;
+    ln_set_rate =  26.801638849305885 + -117.33433330532738 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  117.33433330714882 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  117.33433330532738 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2343,11 +2343,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  11.776564828186824 + -136.3434628922348 * tfactors.T9i + 23.8634 * tfactors.T913
+    ln_set_rate =  11.776564826348665 + -136.34346288996986 * tfactors.T9i + 23.8634 * tfactors.T913
                          + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  136.3434628922348 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
+        dln_set_rate_dT9 =  136.34346288996986 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
                                   + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923;
     }
 
@@ -2360,11 +2360,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  111.46636482818681 + -134.8268158922348 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
+    ln_set_rate =  111.46636482634867 + -134.82681588996985 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
                          + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.8268158922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
+        dln_set_rate_dT9 =  134.82681588996985 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
                                   + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923;
     }
 
@@ -2377,11 +2377,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  46.54946482818683 + -134.4395028922348 * tfactors.T9i + -23.2205 * tfactors.T913i
+    ln_set_rate =  46.54946482634867 + -134.43950288996984 * tfactors.T9i + -23.2205 * tfactors.T913i
                          + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.4395028922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
+        dln_set_rate_dT9 =  134.43950288996984 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2434,11 +2434,11 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // st08r
-    ln_set_rate =  -25.688574833405916 + -128.69270892750794 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
+    ln_set_rate =  -25.688574835244076 + -128.692708925556 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
                          + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  128.69270892750794 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
+        dln_set_rate_dT9 =  128.692708925556 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
                                   + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923;
     }
 
@@ -2451,10 +2451,10 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // st08r
-    ln_set_rate =  32.90059516659409 + -131.48850892750792 * tfactors.T9i;
+    ln_set_rate =  32.90059516475593 + -131.48850892555598 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  131.48850892750792 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  131.48850892555598 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2506,11 +2506,11 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  25.172836958303158 + -106.63693563716609 * tfactors.T9i + 8.09341 * tfactors.T913
+    ln_set_rate =  25.172836956464998 + -106.63693563543316 * tfactors.T9i + 8.09341 * tfactors.T913
                          + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  106.63693563716609 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
+        dln_set_rate_dT9 =  106.63693563543316 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
                                   + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923;
     }
 
@@ -2523,10 +2523,10 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // il10c
-    ln_set_rate =  21.682890958303158 + -105.11947563716609 * tfactors.T9i;
+    ln_set_rate =  21.682890956465 + -105.11947563543316 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  105.11947563716609 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  105.11947563543316 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2538,11 +2538,11 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // il10c
-    ln_set_rate =  43.610880958303156 + -102.85989563716609 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
+    ln_set_rate =  43.610880956464996 + -102.85989563543316 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
                          + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.85989563716609 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
+        dln_set_rate_dT9 =  102.85989563543316 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
                                   + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2595,11 +2595,11 @@ void rate_S32_to_He4_Si28_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  72.81295409739818 + -80.62610309662641 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
+    ln_set_rate =  72.81295409556003 + -80.62610309526808 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
                          + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  80.62610309662641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
+        dln_set_rate_dT9 =  80.62610309526808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
                                   + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2652,11 +2652,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // fy05c
-    ln_set_rate =  22.39392447043974 + -88.54942933569913 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
+    ln_set_rate =  22.39392446676342 + -88.54942933427682 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
                          + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -10.1653 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  88.54942933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
+        dln_set_rate_dT9 =  88.54942933427682 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
                                   + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -10.1653 * tfactors.T9i;
     }
 
@@ -2669,11 +2669,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // fy05c
-    ln_set_rate =  34.95602447043974 + -85.44732933569914 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
+    ln_set_rate =  34.956024466763424 + -85.44732933427683 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
                          + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + 0.8333300000000001 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.44732933569914 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
+        dln_set_rate_dT9 =  85.44732933427683 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
                                   + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + 0.8333300000000001 * tfactors.T9i;
     }
 
@@ -2686,11 +2686,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // fy05c
-    ln_set_rate =  45.77337247043974 + -84.42286933569913 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
+    ln_set_rate =  45.77337246676342 + -84.42286933427683 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
                          + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + 1.66667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.42286933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
+        dln_set_rate_dT9 =  84.42286933427683 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
                                   + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + 1.66667 * tfactors.T9i;
     }
 
@@ -2740,11 +2740,11 @@ void rate_p_O16_to_He4_N13_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // cf88n
-    ln_set_rate =  42.232382494512464 + -60.55237555926846 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
+    ln_set_rate =  42.232382494512464 + -60.552375558248315 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
                          + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  60.55237555926846 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
+        dln_set_rate_dT9 =  60.552375558248315 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
                                   + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -2803,11 +2803,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -6.377717086437262 + -29.88961364462334 * tfactors.T9i + 19.7297 * tfactors.T913
+    ln_set_rate =  -6.377717086437262 + -29.88961364415879 * tfactors.T9i + 19.7297 * tfactors.T913
                          + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.88961364462334 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
+        dln_set_rate_dT9 =  29.88961364415879 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
                                   + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -2820,11 +2820,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  0.227472413562738 + -29.434873644623337 * tfactors.T9i
+    ln_set_rate =  0.227472413562738 + -29.434873644158788 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.434873644623337 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  29.434873644158788 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -2837,11 +2837,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  19.18524291356274 + -27.573843644623338 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
+    ln_set_rate =  19.18524291356274 + -27.57384364415879 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
                          + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.573843644623338 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
+        dln_set_rate_dT9 =  27.57384364415879 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
                                   + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -2899,11 +2899,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -6.445750338407262 + -22.82086933218981 * tfactors.T9i + 18.0416 * tfactors.T913
+    ln_set_rate =  -6.445750338407262 + -22.820869331876814 * tfactors.T9i + 18.0416 * tfactors.T913
                          + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.82086933218981 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
+        dln_set_rate_dT9 =  22.820869331876814 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
                                   + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -2916,11 +2916,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  -26.286160338407264 + -19.54138133218981 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
+    ln_set_rate =  -26.286160338407264 + -19.541381331876813 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
                          + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  19.54138133218981 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
+        dln_set_rate_dT9 =  19.541381331876813 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
                                   + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -2933,11 +2933,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  30.039739661592737 + -18.578369332189812 * tfactors.T9i + -26.4162 * tfactors.T913i
+    ln_set_rate =  30.039739661592737 + -18.578369331876814 * tfactors.T9i + -26.4162 * tfactors.T913i
                          + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  18.578369332189812 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
+        dln_set_rate_dT9 =  18.578369331876814 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -2995,11 +2995,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -11.433473139095032 + -25.65965858572089 * tfactors.T9i + 21.521 * tfactors.T913
+    ln_set_rate =  -11.433473139095032 + -25.659658585346307 * tfactors.T9i + 21.521 * tfactors.T913
                          + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.65965858572089 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
+        dln_set_rate_dT9 =  25.659658585346307 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
                                   + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -3012,11 +3012,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     }
 
     // il10c
-    ln_set_rate =  -13.459473139095032 + -24.11106858572089 * tfactors.T9i
+    ln_set_rate =  -13.459473139095032 + -24.111068585346306 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  24.11106858572089 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  24.111068585346306 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -3029,11 +3029,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     }
 
     // il10c
-    ln_set_rate =  60.342426860904965 + -22.23390858572089 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
+    ln_set_rate =  60.342426860904965 + -22.233908585346306 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
                          + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.23390858572089 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
+        dln_set_rate_dT9 =  22.233908585346306 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
                                   + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -3091,11 +3091,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  2.425628238034531 + -27.66622776398283 * tfactors.T9i + 5.33756 * tfactors.T913
+    ln_set_rate =  2.425628238034531 + -27.66622776361797 * tfactors.T9i + 5.33756 * tfactors.T913
                          + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.66622776398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
+        dln_set_rate_dT9 =  27.66622776361797 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
                                   + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -3108,11 +3108,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  -0.877601761965469 + -25.59141776398283 * tfactors.T9i
+    ln_set_rate =  -0.877601761965469 + -25.591417763617972 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.59141776398283 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  25.591417763617972 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -3125,11 +3125,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  -57.39498176196547 + -22.18939876398283 * tfactors.T9i + 25.5338 * tfactors.T913
+    ln_set_rate =  -57.39498176196547 + -22.189398763617973 * tfactors.T9i + 25.5338 * tfactors.T913
                          + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.18939876398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
+        dln_set_rate_dT9 =  22.189398763617973 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
                                   + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -3142,11 +3142,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  32.25441823803453 + -21.65646776398283 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
+    ln_set_rate =  32.25441823803453 + -21.65646776361797 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
                          + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  21.65646776398283 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
+        dln_set_rate_dT9 =  21.65646776361797 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
                                   + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -3204,11 +3204,11 @@ void rate_Ar36_to_He4_S32_derived_removed(const tf_t& tfactors, amrex::Real& rat
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  73.81637663285039 + -77.06281976216322 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
+    ln_set_rate =  73.81637663101225 + -77.06281976086491 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
                          + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  77.06281976216322 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
+        dln_set_rate_dT9 =  77.06281976086491 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
                                   + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3261,10 +3261,10 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  16.01685487088493 + -100.72924752614605 * tfactors.T9i;
+    ln_set_rate =  16.01685486904677 + -100.7292475244829 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.72924752614605 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  100.7292475244829 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3276,10 +3276,10 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  -17.47510512911507 + -99.28393852614604 * tfactors.T9i;
+    ln_set_rate =  -17.47510513095323 + -99.28393852448289 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.28393852614604 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  99.28393852448289 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3291,11 +3291,11 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  60.73659487088493 + -98.71928752614605 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
+    ln_set_rate =  60.73659486904677 + -98.7192875244829 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
                          + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.71928752614605 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
+        dln_set_rate_dT9 =  98.7192875244829 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
                                   + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3308,11 +3308,11 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  17.202804870884933 + -102.37020752614605 * tfactors.T9i + 18.0179 * tfactors.T913
+    ln_set_rate =  17.202804869046773 + -102.3702075244829 * tfactors.T9i + 18.0179 * tfactors.T913
                          + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.37020752614605 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
+        dln_set_rate_dT9 =  102.3702075244829 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
                                   + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923;
     }
 
@@ -3365,11 +3365,11 @@ void rate_He4_Ar36_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  20.636664061510302 + -14.953349961318928 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
+    ln_set_rate =  20.636664061510302 + -14.953349961067001 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
                          + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  14.953349961318928 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
+        dln_set_rate_dT9 =  14.953349961067001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
                                   + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -3427,11 +3427,11 @@ void rate_Ca40_to_He4_Ar36_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  77.28261041284823 + -81.69174599574632 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
+    ln_set_rate =  77.28261041101007 + -81.69174599437001 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
                          + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  81.69174599574632 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
+        dln_set_rate_dT9 =  81.69174599437001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
                                   + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3484,11 +3484,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     amrex::Real set_rate{0.0};
 
     // lo18r
-    ln_set_rate =  2786.4340744743586 + -101.86662364079672 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
+    ln_set_rate =  2786.4340744725205 + -101.86662363916852 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
                          + 1137.69 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  101.86662364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
+        dln_set_rate_dT9 =  101.86662363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
                                   + 1137.69 * tfactors.T9i;
     }
 
@@ -3501,11 +3501,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // lo18r
-    ln_set_rate =  613.1530744743586 + -109.20898364079672 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
+    ln_set_rate =  613.1530744725204 + -109.20898363916852 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
                          + 566.426 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  109.20898364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
+        dln_set_rate_dT9 =  109.20898363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
                                   + 566.426 * tfactors.T9i;
     }
 
@@ -3518,11 +3518,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // lo18r
-    ln_set_rate =  127.30607447435852 + -98.30936364079672 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
+    ln_set_rate =  127.30607447252038 + -98.30936363916852 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
                          + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 60.7367 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.30936364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
+        dln_set_rate_dT9 =  98.30936363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
                                   + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 60.7367 * tfactors.T9i;
     }
 
@@ -3575,11 +3575,11 @@ void rate_He4_Ca40_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  35.65752817292938 + -40.87575463203665 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
+    ln_set_rate =  35.65752817292938 + -40.875754631348 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
                          + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  40.87575463203665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
+        dln_set_rate_dT9 =  40.875754631348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
                                   + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -3637,11 +3637,11 @@ void rate_Ti44_to_He4_Ca40_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // chw0 
-    ln_set_rate =  78.69908591662849 + -59.4975248620018 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
+    ln_set_rate =  78.69908591479032 + -59.49752486099942 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
                          + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  59.4975248620018 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
+        dln_set_rate_dT9 =  59.49752486099942 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
                                   + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3694,11 +3694,11 @@ void rate_Ti44_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  62.59391408955788 + -100.37327949403844 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
+    ln_set_rate =  62.59391408771972 + -100.37327949234741 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
                          + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.37327949403844 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
+        dln_set_rate_dT9 =  100.37327949234741 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
                                   + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3751,11 +3751,11 @@ void rate_Cr48_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  89.75733412085052 + -89.3041938384302 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
+    ln_set_rate =  89.75733411901237 + -89.30419383692565 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
                          + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  89.3041938384302 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
+        dln_set_rate_dT9 =  89.30419383692565 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
                                   + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3808,11 +3808,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     amrex::Real set_rate{0.0};
 
     // nfisn
-    ln_set_rate =  67.74027107253823 + -100.12633621113824 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
+    ln_set_rate =  67.74027107070006 + -100.12633620955347 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
                          + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -6.20886 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.12633621113824 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
+        dln_set_rate_dT9 =  100.12633620955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
                                   + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -6.20886 * tfactors.T9i;
     }
 
@@ -3825,11 +3825,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  536.5234710725382 + -99.36194621113825 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
+    ln_set_rate =  536.5234710707001 + -99.36194620955347 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
                          + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 332.227 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.36194621113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
+        dln_set_rate_dT9 =  99.36194620955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
                                   + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 332.227 * tfactors.T9i;
     }
 
@@ -3842,11 +3842,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  48.891971072538226 + -93.82037121113825 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
+    ln_set_rate =  48.891971070700066 + -93.82037120955347 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
                          + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -6.9232499999999995 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  93.82037121113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
+        dln_set_rate_dT9 =  93.82037120955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
                                   + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -6.9232499999999995 * tfactors.T9i;
     }
 
@@ -3859,11 +3859,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  65.62307107253824 + -94.58145021113825 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
+    ln_set_rate =  65.62307107070006 + -94.58145020955347 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
                          + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -47.9742 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.58145021113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
+        dln_set_rate_dT9 =  94.58145020955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
                                   + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -47.9742 * tfactors.T9i;
     }
 
@@ -3916,11 +3916,11 @@ void rate_p_V47_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // chw0r
-    ln_set_rate =  -76.61433695168769 + -6.029445311023438 * tfactors.T9i + 70.2835 * tfactors.T913
+    ln_set_rate =  -76.61433695168769 + -6.029445311103694 * tfactors.T9i + 70.2835 * tfactors.T913
                          + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.029445311023438 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
+        dln_set_rate_dT9 =  6.029445311103694 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
                                   + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -3978,11 +3978,11 @@ void rate_Fe52_to_He4_Cr48_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  90.14738712482466 + -92.10912191363732 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
+    ln_set_rate =  90.1473871229865 + -92.10912191208553 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
                          + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.10912191363732 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
+        dln_set_rate_dT9 =  92.10912191208553 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
                                   + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4035,11 +4035,11 @@ void rate_Fe52_to_p_Mn51_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.72798916565748 + -85.6326403498911 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
+    ln_set_rate =  61.72798916381932 + -85.63264034844842 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
                          + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.6326403498911 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
+        dln_set_rate_dT9 =  85.63264034844842 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
                                   + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4092,11 +4092,11 @@ void rate_p_Mn51_to_He4_Cr48_derived_removed(const tf_t& tfactors, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  58.73119795916719 + -6.476551190854941 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
+    ln_set_rate =  58.73119795916719 + -6.476551190745829 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
                          + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.476551190854941 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
+        dln_set_rate_dT9 =  6.476551190745829 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
                                   + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4154,11 +4154,11 @@ void rate_Ni56_to_He4_Fe52_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  91.62258922810439 + -92.801099329237 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
+    ln_set_rate =  91.62258922626623 + -92.80109932767355 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
                          + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.801099329237 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
+        dln_set_rate_dT9 =  92.80109932767355 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
                                   + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4211,11 +4211,11 @@ void rate_Ni56_to_p_Co55_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  63.131770608640906 + -83.14741674893808 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
+    ln_set_rate =  63.131770606802746 + -83.14741674753726 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
                          + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  83.14741674893808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
+        dln_set_rate_dT9 =  83.14741674753726 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
                                   + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4268,11 +4268,11 @@ void rate_p_Co55_to_He4_Fe52_derived_removed(const tf_t& tfactors, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.443418619463486 + -9.65364776674457 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
+    ln_set_rate =  61.443418619463486 + -9.653647766581932 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
                          + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  9.65364776674457 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
+        dln_set_rate_dT9 =  9.653647766581932 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
                                   + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
diff --git a/networks/he-burn/he-burn-22a/actual_rhs.H b/networks/he-burn/he-burn-22a/actual_rhs.H
index 3c0d9037d..79a5a2a26 100644
--- a/networks/he-burn/he-burn-22a/actual_rhs.H
+++ b/networks/he-burn/he-burn-22a/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -1313,9 +1315,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -1810,7 +1815,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -1818,7 +1825,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/he-burn/he-burn-22a/he-burn-22a.png b/networks/he-burn/he-burn-22a/he-burn-22a.png
index 68cbe726d..e54a8584c 100644
Binary files a/networks/he-burn/he-burn-22a/he-burn-22a.png and b/networks/he-burn/he-burn-22a/he-burn-22a.png differ
diff --git a/networks/he-burn/he-burn-31anp/actual_rhs.H b/networks/he-burn/he-burn-31anp/actual_rhs.H
index 4917e7e02..77b27a8f3 100644
--- a/networks/he-burn/he-burn-31anp/actual_rhs.H
+++ b/networks/he-burn/he-burn-31anp/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -1506,9 +1508,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -2300,7 +2305,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -2308,7 +2315,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/he-burn/he-burn-31anp/he-burn-31anp.png b/networks/he-burn/he-burn-31anp/he-burn-31anp.png
index 25d6c93ae..39de26786 100644
Binary files a/networks/he-burn/he-burn-31anp/he-burn-31anp.png and b/networks/he-burn/he-burn-31anp/he-burn-31anp.png differ
diff --git a/networks/he-burn/he-burn-31anp/reaclib_rates.H b/networks/he-burn/he-burn-31anp/reaclib_rates.H
index 8762d5f5d..f91709d25 100644
--- a/networks/he-burn/he-burn-31anp/reaclib_rates.H
+++ b/networks/he-burn/he-burn-31anp/reaclib_rates.H
@@ -2699,11 +2699,11 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     amrex::Real set_rate{0.0};
 
     // ls09c
-    ln_set_rate =  40.04074558314484 + -22.547578710551672 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
+    ln_set_rate =  40.04074558130668 + -22.547578710171805 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
                          + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.547578710551672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
+        dln_set_rate_dT9 =  22.547578710171805 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
                                   + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2716,11 +2716,11 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // ls09c
-    ln_set_rate =  40.43534558314484 + -26.326068710551674 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
+    ln_set_rate =  40.43534558130668 + -26.326068710171807 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
                          + 0.148883 * tfactors.T9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  26.326068710551674 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
+        dln_set_rate_dT9 =  26.326068710171807 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
                                   + 0.148883;
     }
 
@@ -2775,11 +2775,11 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // nac2 
-    ln_set_rate =  279.2945280776573 + -84.95160042649215 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
+    ln_set_rate =  279.29452807581913 + -84.95160042509195 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
                          + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 138.803 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.95160042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
+        dln_set_rate_dT9 =  84.95160042509195 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
                                   + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 138.803 * tfactors.T9i;
     }
 
@@ -2792,11 +2792,11 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // nac2 
-    ln_set_rate =  94.31312807765731 + -84.50317042649215 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
+    ln_set_rate =  94.31312807581915 + -84.50317042509195 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
                          + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 71.8554 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.50317042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
+        dln_set_rate_dT9 =  84.50317042509195 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
                                   + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 71.8554 * tfactors.T9i;
     }
 
@@ -2850,11 +2850,11 @@ void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  46.248979543913606 + -51.22930570025806 * tfactors.T9i + -36.2504 * tfactors.T913i
+    ln_set_rate =  46.248979542075446 + -51.229305699394985 * tfactors.T9i + -36.2504 * tfactors.T913i
                          + -5.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  51.22930570025806 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2504 * tfactors.T943i
+        dln_set_rate_dT9 =  51.229305699394985 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2504 * tfactors.T943i
                                   + (5.0/3.0) * -5.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -2867,10 +2867,10 @@ void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  38.61457954391361 + -62.19490570025806 * tfactors.T9i + -5.6227 * tfactors.T913i;
+    ln_set_rate =  38.61457954207545 + -62.19490569939499 * tfactors.T9i + -5.6227 * tfactors.T913i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  62.19490570025806 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i;
+        dln_set_rate_dT9 =  62.19490569939499 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2882,10 +2882,10 @@ void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  24.91191754391361 + -56.38964570025806 * tfactors.T9i;
+    ln_set_rate =  24.91191754207545 + -56.38964569939498 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  56.38964570025806 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  56.38964569939498 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2938,11 +2938,11 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // co10c
-    ln_set_rate =  34.26581585936365 + -67.65193003813836 * tfactors.T9i + -3.65925 * tfactors.T913
+    ln_set_rate =  34.26581585752549 + -67.65193003721365 * tfactors.T9i + -3.65925 * tfactors.T913
                          + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  67.65193003813836 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
+        dln_set_rate_dT9 =  67.65193003721365 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
                                   + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923;
     }
 
@@ -2955,10 +2955,10 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     }
 
     // co10c
-    ln_set_rate =  28.64304585936365 + -65.24613003813835 * tfactors.T9i;
+    ln_set_rate =  28.64304585752549 + -65.24613003721365 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  65.24613003813835 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  65.24613003721365 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -2970,11 +2970,11 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     }
 
     // co10c
-    ln_set_rate =  48.66033585936365 + -54.887630038138354 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
+    ln_set_rate =  48.66033585752549 + -54.88763003721364 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
                          + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  54.887630038138354 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
+        dln_set_rate_dT9 =  54.88763003721364 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
                                   + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3027,10 +3027,10 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -24.579038986172677 + -78.40599033331655 * tfactors.T9i;
+    ln_set_rate =  -24.579038988010836 + -78.40599033199892 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.40599033331655 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  78.40599033199892 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3042,11 +3042,11 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  42.145961013827325 + -78.20981033331655 * tfactors.T9i + -19.2096 * tfactors.T913i
+    ln_set_rate =  42.145961011989165 + -78.20981033199892 * tfactors.T9i + -19.2096 * tfactors.T913i
                          + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.20981033331655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -19.2096 * tfactors.T943i
+        dln_set_rate_dT9 =  78.20981033199892 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -19.2096 * tfactors.T943i
                                   + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3059,11 +3059,11 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  -16.409838986172673 + -82.42366033331655 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
+    ln_set_rate =  -16.409838988010833 + -82.42366033199892 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
                          + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  82.42366033331655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
+        dln_set_rate_dT9 =  82.42366033199892 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
                                   + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923;
     }
 
@@ -3076,10 +3076,10 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  24.833401013827324 + -79.60938033331655 * tfactors.T9i;
+    ln_set_rate =  24.833401011989164 + -79.60938033199892 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  79.60938033331655 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  79.60938033199892 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3131,11 +3131,11 @@ void rate_Na22_to_He4_F18_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // rpsmr
-    ln_set_rate =  59.32234728275454 + -100.23588367240258 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
+    ln_set_rate =  59.32234728091638 + -100.23588367074468 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
                          + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 39.3396 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.23588367240258 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
+        dln_set_rate_dT9 =  100.23588367074468 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
                                   + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 39.3396 * tfactors.T9i;
     }
 
@@ -3188,11 +3188,11 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  43.93571176470678 + -135.6881490421346 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
+    ln_set_rate =  43.93571176286862 + -135.6881490398486 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
                          + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  135.6881490421346 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
+        dln_set_rate_dT9 =  135.6881490398486 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
                                   + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3205,11 +3205,11 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  34.08761176470678 + -138.9684390421346 * tfactors.T9i + -0.360588 * tfactors.T913
+    ln_set_rate =  34.08761176286862 + -138.96843903984862 * tfactors.T9i + -0.360588 * tfactors.T913
                          + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  138.9684390421346 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
+        dln_set_rate_dT9 =  138.96843903984862 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
                                   + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923;
     }
 
@@ -3222,10 +3222,10 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  20.002361764706784 + -137.3003390421346 * tfactors.T9i;
+    ln_set_rate =  20.002361762868624 + -137.3003390398486 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  137.3003390421346 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  137.3003390398486 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3277,10 +3277,10 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -13.886931148855957 + -110.62012330714883 * tfactors.T9i;
+    ln_set_rate =  -13.886931150694117 + -110.62012330532738 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  110.62012330714883 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  110.62012330532738 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3292,11 +3292,11 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  49.324368851144044 + -108.11407330714883 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
+    ln_set_rate =  49.324368849305884 + -108.11407330532738 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
                          + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  108.11407330714883 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
+        dln_set_rate_dT9 =  108.11407330532738 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
                                   + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3309,11 +3309,11 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  16.02029885114404 + -120.89497330714883 * tfactors.T9i + 16.9229 * tfactors.T913
+    ln_set_rate =  16.02029884930588 + -120.89497330532738 * tfactors.T9i + 16.9229 * tfactors.T913
                          + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  120.89497330714883 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
+        dln_set_rate_dT9 =  120.89497330532738 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
                                   + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923;
     }
 
@@ -3326,10 +3326,10 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  26.801638851144045 + -117.33433330714882 * tfactors.T9i;
+    ln_set_rate =  26.801638849305885 + -117.33433330532738 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  117.33433330714882 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  117.33433330532738 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3381,11 +3381,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  11.776564828186824 + -136.3434628922348 * tfactors.T9i + 23.8634 * tfactors.T913
+    ln_set_rate =  11.776564826348665 + -136.34346288996986 * tfactors.T9i + 23.8634 * tfactors.T913
                          + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  136.3434628922348 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
+        dln_set_rate_dT9 =  136.34346288996986 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
                                   + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923;
     }
 
@@ -3398,11 +3398,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  111.46636482818681 + -134.8268158922348 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
+    ln_set_rate =  111.46636482634867 + -134.82681588996985 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
                          + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.8268158922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
+        dln_set_rate_dT9 =  134.82681588996985 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
                                   + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923;
     }
 
@@ -3415,11 +3415,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  46.54946482818683 + -134.4395028922348 * tfactors.T9i + -23.2205 * tfactors.T913i
+    ln_set_rate =  46.54946482634867 + -134.43950288996984 * tfactors.T9i + -23.2205 * tfactors.T913i
                          + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.4395028922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
+        dln_set_rate_dT9 =  134.43950288996984 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3472,11 +3472,11 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // st08r
-    ln_set_rate =  -25.688574833405916 + -128.69270892750794 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
+    ln_set_rate =  -25.688574835244076 + -128.692708925556 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
                          + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  128.69270892750794 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
+        dln_set_rate_dT9 =  128.692708925556 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
                                   + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923;
     }
 
@@ -3489,10 +3489,10 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // st08r
-    ln_set_rate =  32.90059516659409 + -131.48850892750792 * tfactors.T9i;
+    ln_set_rate =  32.90059516475593 + -131.48850892555598 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  131.48850892750792 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  131.48850892555598 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3544,11 +3544,11 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  25.172836958303158 + -106.63693563716609 * tfactors.T9i + 8.09341 * tfactors.T913
+    ln_set_rate =  25.172836956464998 + -106.63693563543316 * tfactors.T9i + 8.09341 * tfactors.T913
                          + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  106.63693563716609 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
+        dln_set_rate_dT9 =  106.63693563543316 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
                                   + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923;
     }
 
@@ -3561,10 +3561,10 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // il10c
-    ln_set_rate =  21.682890958303158 + -105.11947563716609 * tfactors.T9i;
+    ln_set_rate =  21.682890956465 + -105.11947563543316 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  105.11947563716609 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  105.11947563543316 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3576,11 +3576,11 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // il10c
-    ln_set_rate =  43.610880958303156 + -102.85989563716609 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
+    ln_set_rate =  43.610880956464996 + -102.85989563543316 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
                          + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.85989563716609 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
+        dln_set_rate_dT9 =  102.85989563543316 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
                                   + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3633,11 +3633,11 @@ void rate_S32_to_He4_Si28_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  72.81295409739818 + -80.62610309662641 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
+    ln_set_rate =  72.81295409556003 + -80.62610309526808 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
                          + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  80.62610309662641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
+        dln_set_rate_dT9 =  80.62610309526808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
                                   + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3690,11 +3690,11 @@ void rate_Fe52_to_p_nse_Mn51_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.72798916565748 + -85.6326403498911 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
+    ln_set_rate =  61.72798916381932 + -85.63264034844842 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
                          + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.6326403498911 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
+        dln_set_rate_dT9 =  85.63264034844842 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
                                   + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3747,11 +3747,11 @@ void rate_Fe52_to_He4_Cr48_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  90.14738712482466 + -92.10912191363732 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
+    ln_set_rate =  90.1473871229865 + -92.10912191208553 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
                          + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.10912191363732 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
+        dln_set_rate_dT9 =  92.10912191208553 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
                                   + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3804,11 +3804,11 @@ void rate_Co55_to_He4_Mn51_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  90.61300778512097 + -95.28620688500884 * tfactors.T9i + -89.274 * tfactors.T913i + -10.4373 * tfactors.T913
+    ln_set_rate =  90.6130077832828 + -95.28620688340351 * tfactors.T9i + -89.274 * tfactors.T913i + -10.4373 * tfactors.T913
                          + 1.00492 * tfactors.T9 + -0.125548 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  95.28620688500884 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -89.274 * tfactors.T943i + (1.0/3.0) * -10.4373 * tfactors.T923i
+        dln_set_rate_dT9 =  95.28620688340351 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -89.274 * tfactors.T943i + (1.0/3.0) * -10.4373 * tfactors.T923i
                                   + 1.00492 + (5.0/3.0) * -0.125548 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3861,11 +3861,11 @@ void rate_Ni56_to_p_nse_Co55_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  63.131770608640906 + -83.14741674893808 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
+    ln_set_rate =  63.131770606802746 + -83.14741674753726 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
                          + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  83.14741674893808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
+        dln_set_rate_dT9 =  83.14741674753726 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
                                   + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3918,11 +3918,11 @@ void rate_Ni56_to_He4_Fe52_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  91.62258922810439 + -92.801099329237 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
+    ln_set_rate =  91.62258922626623 + -92.80109932767355 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
                          + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.801099329237 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
+        dln_set_rate_dT9 =  92.80109932767355 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
                                   + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3975,11 +3975,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // fy05c
-    ln_set_rate =  22.39392447043974 + -88.54942933569913 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
+    ln_set_rate =  22.39392446676342 + -88.54942933427682 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
                          + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -10.1653 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  88.54942933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
+        dln_set_rate_dT9 =  88.54942933427682 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
                                   + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -10.1653 * tfactors.T9i;
     }
 
@@ -3992,11 +3992,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // fy05c
-    ln_set_rate =  34.95602447043974 + -85.44732933569914 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
+    ln_set_rate =  34.956024466763424 + -85.44732933427683 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
                          + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + 0.8333300000000001 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.44732933569914 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
+        dln_set_rate_dT9 =  85.44732933427683 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
                                   + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + 0.8333300000000001 * tfactors.T9i;
     }
 
@@ -4009,11 +4009,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // fy05c
-    ln_set_rate =  45.77337247043974 + -84.42286933569913 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
+    ln_set_rate =  45.77337246676342 + -84.42286933427683 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
                          + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + 1.66667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.42286933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
+        dln_set_rate_dT9 =  84.42286933427683 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
                                   + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + 1.66667 * tfactors.T9i;
     }
 
@@ -4063,11 +4063,11 @@ void rate_p_O16_to_He4_N13_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // cf88n
-    ln_set_rate =  42.232382494512464 + -60.55237555926846 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
+    ln_set_rate =  42.232382494512464 + -60.552375558248315 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
                          + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  60.55237555926846 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
+        dln_set_rate_dT9 =  60.552375558248315 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
                                   + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4126,11 +4126,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -6.377717086437262 + -29.88961364462334 * tfactors.T9i + 19.7297 * tfactors.T913
+    ln_set_rate =  -6.377717086437262 + -29.88961364415879 * tfactors.T9i + 19.7297 * tfactors.T913
                          + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.88961364462334 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
+        dln_set_rate_dT9 =  29.88961364415879 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
                                   + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -4143,11 +4143,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  0.227472413562738 + -29.434873644623337 * tfactors.T9i
+    ln_set_rate =  0.227472413562738 + -29.434873644158788 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.434873644623337 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  29.434873644158788 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -4160,11 +4160,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  19.18524291356274 + -27.573843644623338 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
+    ln_set_rate =  19.18524291356274 + -27.57384364415879 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
                          + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.573843644623338 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
+        dln_set_rate_dT9 =  27.57384364415879 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
                                   + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4222,11 +4222,11 @@ void rate_p_Ne21_to_He4_F18_derived(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real set_rate{0.0};
 
     // rpsmr
-    ln_set_rate =  50.65368626892722 + -22.049056049959066 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
+    ln_set_rate =  50.65368626892722 + -22.04905604961869 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
                          + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.049056049959066 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
+        dln_set_rate_dT9 =  22.04905604961869 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
                                   + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
     }
 
@@ -4284,11 +4284,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -6.445750338407262 + -22.82086933218981 * tfactors.T9i + 18.0416 * tfactors.T913
+    ln_set_rate =  -6.445750338407262 + -22.820869331876814 * tfactors.T9i + 18.0416 * tfactors.T913
                          + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.82086933218981 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
+        dln_set_rate_dT9 =  22.820869331876814 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
                                   + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -4301,11 +4301,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  -26.286160338407264 + -19.54138133218981 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
+    ln_set_rate =  -26.286160338407264 + -19.541381331876813 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
                          + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  19.54138133218981 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
+        dln_set_rate_dT9 =  19.541381331876813 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
                                   + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -4318,11 +4318,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  30.039739661592737 + -18.578369332189812 * tfactors.T9i + -26.4162 * tfactors.T913i
+    ln_set_rate =  30.039739661592737 + -18.578369331876814 * tfactors.T9i + -26.4162 * tfactors.T913i
                          + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  18.578369332189812 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
+        dln_set_rate_dT9 =  18.578369331876814 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4380,11 +4380,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -11.433473139095032 + -25.65965858572089 * tfactors.T9i + 21.521 * tfactors.T913
+    ln_set_rate =  -11.433473139095032 + -25.659658585346307 * tfactors.T9i + 21.521 * tfactors.T913
                          + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.65965858572089 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
+        dln_set_rate_dT9 =  25.659658585346307 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
                                   + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -4397,11 +4397,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     }
 
     // il10c
-    ln_set_rate =  -13.459473139095032 + -24.11106858572089 * tfactors.T9i
+    ln_set_rate =  -13.459473139095032 + -24.111068585346306 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  24.11106858572089 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  24.111068585346306 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -4414,11 +4414,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     }
 
     // il10c
-    ln_set_rate =  60.342426860904965 + -22.23390858572089 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
+    ln_set_rate =  60.342426860904965 + -22.233908585346306 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
                          + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.23390858572089 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
+        dln_set_rate_dT9 =  22.233908585346306 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
                                   + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4476,11 +4476,11 @@ void rate_p_nse_Mn51_to_He4_Cr48_derived(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  58.73119795916719 + -6.476551190854941 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
+    ln_set_rate =  58.73119795916719 + -6.476551190745829 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
                          + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.476551190854941 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
+        dln_set_rate_dT9 =  6.476551190745829 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
                                   + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4538,11 +4538,11 @@ void rate_p_nse_Co55_to_He4_Fe52_derived(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.443418619463486 + -9.65364776674457 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
+    ln_set_rate =  61.443418619463486 + -9.653647766581932 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
                          + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  9.65364776674457 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
+        dln_set_rate_dT9 =  9.653647766581932 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
                                   + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4600,11 +4600,11 @@ void rate_Co55_to_p_nse_Fe54_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  57.82919157553295 + -58.76609208478817 * tfactors.T9i + -37.1544 * tfactors.T913i + 0.950364 * tfactors.T913
+    ln_set_rate =  57.82919157369479 + -58.766092083798114 * tfactors.T9i + -37.1544 * tfactors.T913i + 0.950364 * tfactors.T913
                          + -1.77529 * tfactors.T9 + 0.198562 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  58.76609208478817 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.1544 * tfactors.T943i + (1.0/3.0) * 0.950364 * tfactors.T923i
+        dln_set_rate_dT9 =  58.766092083798114 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.1544 * tfactors.T943i + (1.0/3.0) * 0.950364 * tfactors.T923i
                                   + -1.77529 + (5.0/3.0) * 0.198562 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4657,11 +4657,11 @@ void rate_Co56_to_n_Co55_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  40.62594603130468 + -117.00951667337291 * tfactors.T9i + -1.86357 * tfactors.T913
+    ln_set_rate =  40.62594602946652 + -117.0095166714016 * tfactors.T9i + -1.86357 * tfactors.T913
                          + 0.616591 * tfactors.T9 + -0.0839313 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  117.00951667337291 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.86357 * tfactors.T923i
+        dln_set_rate_dT9 =  117.0095166714016 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.86357 * tfactors.T923i
                                   + 0.616591 + (5.0/3.0) * -0.0839313 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -4714,11 +4714,11 @@ void rate_Co57_to_n_Co56_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  41.15219049522237 + -132.01531905660212 * tfactors.T9i + -1.37855 * tfactors.T913
+    ln_set_rate =  41.15219049338421 + -132.015319054378 * tfactors.T9i + -1.37855 * tfactors.T913
                          + 0.299896 * tfactors.T9 + -0.04382 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  132.01531905660212 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.37855 * tfactors.T923i
+        dln_set_rate_dT9 =  132.015319054378 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.37855 * tfactors.T923i
                                   + 0.299896 + (5.0/3.0) * -0.04382 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -4771,11 +4771,11 @@ void rate_Co57_to_p_nse_Fe56_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  57.66626591788614 + -69.94994642462048 * tfactors.T9i + -37.1625 * tfactors.T913i + 1.06776 * tfactors.T913
+    ln_set_rate =  57.66626591604798 + -69.949946423442 * tfactors.T9i + -37.1625 * tfactors.T913i + 1.06776 * tfactors.T913
                          + -1.31689 * tfactors.T9 + 0.122089 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  69.94994642462048 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.1625 * tfactors.T943i + (1.0/3.0) * 1.06776 * tfactors.T923i
+        dln_set_rate_dT9 =  69.949946423442 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.1625 * tfactors.T943i + (1.0/3.0) * 1.06776 * tfactors.T923i
                                   + -1.31689 + (5.0/3.0) * 0.122089 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4828,11 +4828,11 @@ void rate_Ni58_to_p_nse_Co57_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.775010752827114 + -94.83746016924091 * tfactors.T9i + -38.1133 * tfactors.T913i + 1.77414 * tfactors.T913
+    ln_set_rate =  61.775010750988955 + -94.83746016764316 * tfactors.T9i + -38.1133 * tfactors.T913i + 1.77414 * tfactors.T913
                          + -1.48268 * tfactors.T9 + 0.121073 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.83746016924091 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1133 * tfactors.T943i + (1.0/3.0) * 1.77414 * tfactors.T923i
+        dln_set_rate_dT9 =  94.83746016764316 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1133 * tfactors.T943i + (1.0/3.0) * 1.77414 * tfactors.T923i
                                   + -1.48268 + (5.0/3.0) * 0.121073 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4885,11 +4885,11 @@ void rate_Ni58_to_He4_Fe54_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  85.23266274036175 + -74.27065665689001 * tfactors.T9i + -91.7628 * tfactors.T913i + 4.23027 * tfactors.T913
+    ln_set_rate =  85.23266273852359 + -74.27065665563875 * tfactors.T9i + -91.7628 * tfactors.T913i + 4.23027 * tfactors.T913
                          + -3.31305 * tfactors.T9 + 0.271293 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  74.27065665689001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.7628 * tfactors.T943i + (1.0/3.0) * 4.23027 * tfactors.T923i
+        dln_set_rate_dT9 =  74.27065665563875 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.7628 * tfactors.T943i + (1.0/3.0) * 4.23027 * tfactors.T923i
                                   + -3.31305 + (5.0/3.0) * 0.271293 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4942,11 +4942,11 @@ void rate_p_nse_Fe54_to_He4_Mn51_derived(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  65.37001620958803 + -36.52011480022066 * tfactors.T9i + -89.274 * tfactors.T913i + -0.862452 * tfactors.T913
+    ln_set_rate =  65.37001620958803 + -36.520114799605395 * tfactors.T9i + -89.274 * tfactors.T913i + -0.862452 * tfactors.T913
                          + -0.635672 * tfactors.T9 + 0.0196464 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  36.52011480022066 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -89.274 * tfactors.T943i + (1.0/3.0) * -0.862452 * tfactors.T923i
+        dln_set_rate_dT9 =  36.520114799605395 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -89.274 * tfactors.T943i + (1.0/3.0) * -0.862452 * tfactors.T923i
                                   + -0.635672 + (5.0/3.0) * 0.0196464 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5004,11 +5004,11 @@ void rate_He4_Fe54_to_p_nse_Co57_derived(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  -1.4219519875346407 + -20.56680351235092 * tfactors.T9i + -38.1133 * tfactors.T913i + 29.3541 * tfactors.T913
+    ln_set_rate =  -1.4219519875346407 + -20.566803512004423 * tfactors.T9i + -38.1133 * tfactors.T913i + 29.3541 * tfactors.T913
                          + -4.75966 * tfactors.T9 + 0.40418 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  20.56680351235092 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1133 * tfactors.T943i + (1.0/3.0) * 29.3541 * tfactors.T923i
+        dln_set_rate_dT9 =  20.566803512004423 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1133 * tfactors.T943i + (1.0/3.0) * 29.3541 * tfactors.T923i
                                   + -4.75966 + (5.0/3.0) * 0.40418 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5066,11 +5066,11 @@ void rate_p_nse_Fe56_to_n_Co56_derived(const tf_t& tfactors, amrex::Real& rate,
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  22.65112457733622 + -62.065024496438 * tfactors.T9i + -1.13331 * tfactors.T913
+    ln_set_rate =  22.65112457733622 + -62.065024495392365 * tfactors.T9i + -1.13331 * tfactors.T913
                          + 0.347185 * tfactors.T9 + -0.0328879 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  62.065024496438 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.13331 * tfactors.T923i
+        dln_set_rate_dT9 =  62.065024495392365 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.13331 * tfactors.T923i
                                   + 0.347185 + (5.0/3.0) * -0.0328879 * tfactors.T923;
     }
 
@@ -5128,11 +5128,11 @@ void rate_p_nse_Co56_to_n_Ni56_derived(const tf_t& tfactors, amrex::Real& rate,
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  13.37207542266378 + -33.86221596961605 * tfactors.T9i + 1.76846 * tfactors.T913
+    ln_set_rate =  13.37207542266378 + -33.86221596904556 * tfactors.T9i + 1.76846 * tfactors.T913
                          + 0.197992 * tfactors.T9 + -0.017494 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  33.86221596961605 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 1.76846 * tfactors.T923i
+        dln_set_rate_dT9 =  33.86221596904556 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 1.76846 * tfactors.T923i
                                   + 0.197992 + (5.0/3.0) * -0.017494 * tfactors.T923;
     }
 
@@ -5190,11 +5190,11 @@ void rate_p_nse_Ni58_to_He4_Co55_derived(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  63.614171164828804 + -15.504564572101842 * tfactors.T9i + -94.1404 * tfactors.T913i + 3.39179 * tfactors.T913
+    ln_set_rate =  63.614171164828804 + -15.50456457184063 * tfactors.T9i + -94.1404 * tfactors.T913i + 3.39179 * tfactors.T913
                          + -1.71062 * tfactors.T9 + 0.133003 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  15.504564572101842 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -94.1404 * tfactors.T943i + (1.0/3.0) * 3.39179 * tfactors.T923i
+        dln_set_rate_dT9 =  15.50456457184063 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -94.1404 * tfactors.T943i + (1.0/3.0) * 3.39179 * tfactors.T923i
                                   + -1.71062 + (5.0/3.0) * 0.133003 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5252,11 +5252,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  2.425628238034531 + -27.66622776398283 * tfactors.T9i + 5.33756 * tfactors.T913
+    ln_set_rate =  2.425628238034531 + -27.66622776361797 * tfactors.T9i + 5.33756 * tfactors.T913
                          + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.66622776398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
+        dln_set_rate_dT9 =  27.66622776361797 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
                                   + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -5269,11 +5269,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  -0.877601761965469 + -25.59141776398283 * tfactors.T9i
+    ln_set_rate =  -0.877601761965469 + -25.591417763617972 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.59141776398283 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  25.591417763617972 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -5286,11 +5286,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  -57.39498176196547 + -22.18939876398283 * tfactors.T9i + 25.5338 * tfactors.T913
+    ln_set_rate =  -57.39498176196547 + -22.189398763617973 * tfactors.T9i + 25.5338 * tfactors.T913
                          + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.18939876398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
+        dln_set_rate_dT9 =  22.189398763617973 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
                                   + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -5303,11 +5303,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  32.25441823803453 + -21.65646776398283 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
+    ln_set_rate =  32.25441823803453 + -21.65646776361797 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
                          + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  21.65646776398283 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
+        dln_set_rate_dT9 =  21.65646776361797 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
                                   + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5365,11 +5365,11 @@ void rate_Ar36_to_He4_S32_derived_removed(const tf_t& tfactors, amrex::Real& rat
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  73.81637663285039 + -77.06281976216322 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
+    ln_set_rate =  73.81637663101225 + -77.06281976086491 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
                          + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  77.06281976216322 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
+        dln_set_rate_dT9 =  77.06281976086491 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
                                   + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5422,10 +5422,10 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  16.01685487088493 + -100.72924752614605 * tfactors.T9i;
+    ln_set_rate =  16.01685486904677 + -100.7292475244829 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.72924752614605 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  100.7292475244829 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5437,10 +5437,10 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  -17.47510512911507 + -99.28393852614604 * tfactors.T9i;
+    ln_set_rate =  -17.47510513095323 + -99.28393852448289 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.28393852614604 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  99.28393852448289 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -5452,11 +5452,11 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  60.73659487088493 + -98.71928752614605 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
+    ln_set_rate =  60.73659486904677 + -98.7192875244829 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
                          + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.71928752614605 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
+        dln_set_rate_dT9 =  98.7192875244829 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
                                   + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5469,11 +5469,11 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  17.202804870884933 + -102.37020752614605 * tfactors.T9i + 18.0179 * tfactors.T913
+    ln_set_rate =  17.202804869046773 + -102.3702075244829 * tfactors.T9i + 18.0179 * tfactors.T913
                          + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.37020752614605 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
+        dln_set_rate_dT9 =  102.3702075244829 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
                                   + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923;
     }
 
@@ -5526,11 +5526,11 @@ void rate_He4_Ar36_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  20.636664061510302 + -14.953349961318928 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
+    ln_set_rate =  20.636664061510302 + -14.953349961067001 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
                          + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  14.953349961318928 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
+        dln_set_rate_dT9 =  14.953349961067001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
                                   + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5588,11 +5588,11 @@ void rate_Ca40_to_He4_Ar36_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  77.28261041284823 + -81.69174599574632 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
+    ln_set_rate =  77.28261041101007 + -81.69174599437001 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
                          + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  81.69174599574632 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
+        dln_set_rate_dT9 =  81.69174599437001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
                                   + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5645,11 +5645,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     amrex::Real set_rate{0.0};
 
     // lo18r
-    ln_set_rate =  2786.4340744743586 + -101.86662364079672 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
+    ln_set_rate =  2786.4340744725205 + -101.86662363916852 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
                          + 1137.69 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  101.86662364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
+        dln_set_rate_dT9 =  101.86662363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
                                   + 1137.69 * tfactors.T9i;
     }
 
@@ -5662,11 +5662,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // lo18r
-    ln_set_rate =  613.1530744743586 + -109.20898364079672 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
+    ln_set_rate =  613.1530744725204 + -109.20898363916852 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
                          + 566.426 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  109.20898364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
+        dln_set_rate_dT9 =  109.20898363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
                                   + 566.426 * tfactors.T9i;
     }
 
@@ -5679,11 +5679,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // lo18r
-    ln_set_rate =  127.30607447435852 + -98.30936364079672 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
+    ln_set_rate =  127.30607447252038 + -98.30936363916852 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
                          + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 60.7367 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.30936364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
+        dln_set_rate_dT9 =  98.30936363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
                                   + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 60.7367 * tfactors.T9i;
     }
 
@@ -5736,11 +5736,11 @@ void rate_He4_Ca40_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  35.65752817292938 + -40.87575463203665 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
+    ln_set_rate =  35.65752817292938 + -40.875754631348 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
                          + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  40.87575463203665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
+        dln_set_rate_dT9 =  40.875754631348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
                                   + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5798,11 +5798,11 @@ void rate_Ti44_to_He4_Ca40_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // chw0 
-    ln_set_rate =  78.69908591662849 + -59.4975248620018 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
+    ln_set_rate =  78.69908591479032 + -59.49752486099942 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
                          + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  59.4975248620018 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
+        dln_set_rate_dT9 =  59.49752486099942 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
                                   + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5855,11 +5855,11 @@ void rate_Ti44_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  62.59391408955788 + -100.37327949403844 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
+    ln_set_rate =  62.59391408771972 + -100.37327949234741 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
                          + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.37327949403844 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
+        dln_set_rate_dT9 =  100.37327949234741 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
                                   + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5912,11 +5912,11 @@ void rate_Cr48_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  89.75733412085052 + -89.3041938384302 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
+    ln_set_rate =  89.75733411901237 + -89.30419383692565 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
                          + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  89.3041938384302 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
+        dln_set_rate_dT9 =  89.30419383692565 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
                                   + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5969,11 +5969,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     amrex::Real set_rate{0.0};
 
     // nfisn
-    ln_set_rate =  67.74027107253823 + -100.12633621113824 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
+    ln_set_rate =  67.74027107070006 + -100.12633620955347 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
                          + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -6.20886 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.12633621113824 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
+        dln_set_rate_dT9 =  100.12633620955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
                                   + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -6.20886 * tfactors.T9i;
     }
 
@@ -5986,11 +5986,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  536.5234710725382 + -99.36194621113825 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
+    ln_set_rate =  536.5234710707001 + -99.36194620955347 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
                          + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 332.227 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.36194621113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
+        dln_set_rate_dT9 =  99.36194620955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
                                   + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 332.227 * tfactors.T9i;
     }
 
@@ -6003,11 +6003,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  48.891971072538226 + -93.82037121113825 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
+    ln_set_rate =  48.891971070700066 + -93.82037120955347 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
                          + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -6.9232499999999995 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  93.82037121113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
+        dln_set_rate_dT9 =  93.82037120955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
                                   + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -6.9232499999999995 * tfactors.T9i;
     }
 
@@ -6020,11 +6020,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  65.62307107253824 + -94.58145021113825 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
+    ln_set_rate =  65.62307107070006 + -94.58145020955347 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
                          + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -47.9742 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.58145021113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
+        dln_set_rate_dT9 =  94.58145020955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
                                   + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -47.9742 * tfactors.T9i;
     }
 
@@ -6077,11 +6077,11 @@ void rate_p_V47_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // chw0r
-    ln_set_rate =  -76.61433695168769 + -6.029445311023438 * tfactors.T9i + 70.2835 * tfactors.T913
+    ln_set_rate =  -76.61433695168769 + -6.029445311103694 * tfactors.T9i + 70.2835 * tfactors.T913
                          + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.029445311023438 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
+        dln_set_rate_dT9 =  6.029445311103694 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
                                   + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -6139,11 +6139,11 @@ void rate_Fe54_to_n_Fe53_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  42.210560167376684 + -155.25104569177333 * tfactors.T9i + -1.10421 * tfactors.T913
+    ln_set_rate =  42.210560165538524 + -155.25104568915773 * tfactors.T9i + -1.10421 * tfactors.T913
                          + 0.379905 * tfactors.T9 + -0.0581878 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  155.25104569177333 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.10421 * tfactors.T923i
+        dln_set_rate_dT9 =  155.25104568915773 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.10421 * tfactors.T923i
                                   + 0.379905 + (5.0/3.0) * -0.0581878 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -6196,11 +6196,11 @@ void rate_Fe53_to_n_Fe52_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  37.48624299107921 + -123.99427613085159 * tfactors.T9i + -0.344319 * tfactors.T913
+    ln_set_rate =  37.48624298924105 + -123.9942761287626 * tfactors.T9i + -0.344319 * tfactors.T913
                          + 0.178277 * tfactors.T9 + -0.0334326 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  123.99427613085159 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.344319 * tfactors.T923i
+        dln_set_rate_dT9 =  123.9942761287626 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.344319 * tfactors.T923i
                                   + 0.178277 + (5.0/3.0) * -0.0334326 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -6253,11 +6253,11 @@ void rate_Fe56_to_n_Fe55_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ks03 
-    ln_set_rate =  46.785223428080954 + -130.0232339465001 * tfactors.T9i + 8.06062 * tfactors.T913i + -14.4809 * tfactors.T913
+    ln_set_rate =  46.785223426242794 + -130.02323394431116 * tfactors.T9i + 8.06062 * tfactors.T913i + -14.4809 * tfactors.T913
                          + 0.94252 * tfactors.T9 + -0.0776007 * tfactors.T953 + 7.97093 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  130.0232339465001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 8.06062 * tfactors.T943i + (1.0/3.0) * -14.4809 * tfactors.T923i
+        dln_set_rate_dT9 =  130.02323394431116 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 8.06062 * tfactors.T943i + (1.0/3.0) * -14.4809 * tfactors.T923i
                                   + 0.94252 + (5.0/3.0) * -0.0776007 * tfactors.T923 + 7.97093 * tfactors.T9i;
     }
 
@@ -6310,11 +6310,11 @@ void rate_Fe55_to_n_Fe54_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ks03 
-    ln_set_rate =  21.483298756092896 + -107.84311925142697 * tfactors.T9i + -8.66617 * tfactors.T913i + 26.4472 * tfactors.T913
+    ln_set_rate =  21.483298754254736 + -107.8431192496091 * tfactors.T9i + -8.66617 * tfactors.T913i + 26.4472 * tfactors.T913
                          + -1.9222 * tfactors.T9 + 0.0986404 * tfactors.T953 + -8.28317 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  107.84311925142697 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -8.66617 * tfactors.T943i + (1.0/3.0) * 26.4472 * tfactors.T923i
+        dln_set_rate_dT9 =  107.8431192496091 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -8.66617 * tfactors.T943i + (1.0/3.0) * 26.4472 * tfactors.T923i
                                   + -1.9222 + (5.0/3.0) * 0.0986404 * tfactors.T923 + -8.28317 * tfactors.T9i;
     }
 
@@ -6367,11 +6367,11 @@ void rate_Ni58_to_n_Ni57_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  42.339063572267165 + -141.77239789336582 * tfactors.T9i + -1.90814 * tfactors.T913
+    ln_set_rate =  42.339063570429005 + -141.77239789097732 * tfactors.T9i + -1.90814 * tfactors.T913
                          + 0.493188 * tfactors.T9 + -0.0684633 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  141.77239789336582 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.90814 * tfactors.T923i
+        dln_set_rate_dT9 =  141.77239789097732 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.90814 * tfactors.T923i
                                   + 0.493188 + (5.0/3.0) * -0.0684633 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -6424,11 +6424,11 @@ void rate_Ni57_to_n_Ni56_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  38.36941309844609 + -118.94166894064354 * tfactors.T9i + -1.19665 * tfactors.T913
+    ln_set_rate =  38.36941309660793 + -118.94166893863968 * tfactors.T9i + -1.19665 * tfactors.T913
                          + 0.507179 * tfactors.T9 + -0.074604 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  118.94166894064354 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.19665 * tfactors.T923i
+        dln_set_rate_dT9 =  118.94166893863968 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.19665 * tfactors.T923i
                                   + 0.507179 + (5.0/3.0) * -0.074604 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
diff --git a/networks/he-burn/he-burn-36a/actual_rhs.H b/networks/he-burn/he-burn-36a/actual_rhs.H
index 9b2aaf46f..cb8ae1e3f 100644
--- a/networks/he-burn/he-burn-36a/actual_rhs.H
+++ b/networks/he-burn/he-burn-36a/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -1925,9 +1927,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -2962,7 +2967,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -2970,7 +2977,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/he-burn/he-burn-36a/reaclib_rates.H b/networks/he-burn/he-burn-36a/reaclib_rates.H
index 58ef65c6a..438129442 100644
--- a/networks/he-burn/he-burn-36a/reaclib_rates.H
+++ b/networks/he-burn/he-burn-36a/reaclib_rates.H
@@ -3275,11 +3275,11 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     amrex::Real set_rate{0.0};
 
     // ls09c
-    ln_set_rate =  40.04074558314484 + -22.547578710551672 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
+    ln_set_rate =  40.04074558130668 + -22.547578710171805 * tfactors.T9i + -13.692 * tfactors.T913i + -0.230881 * tfactors.T913
                          + 4.44362 * tfactors.T9 + -3.15898 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.547578710551672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
+        dln_set_rate_dT9 =  22.547578710171805 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.692 * tfactors.T943i + (1.0/3.0) * -0.230881 * tfactors.T923i
                                   + 4.44362 + (5.0/3.0) * -3.15898 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3292,11 +3292,11 @@ void rate_N13_to_p_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // ls09c
-    ln_set_rate =  40.43534558314484 + -26.326068710551674 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
+    ln_set_rate =  40.43534558130668 + -26.326068710171807 * tfactors.T9i + -5.10735 * tfactors.T913i + -2.24111 * tfactors.T913
                          + 0.148883 * tfactors.T9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  26.326068710551674 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
+        dln_set_rate_dT9 =  26.326068710171807 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.10735 * tfactors.T943i + (1.0/3.0) * -2.24111 * tfactors.T923i
                                   + 0.148883;
     }
 
@@ -3351,11 +3351,11 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // nac2 
-    ln_set_rate =  279.2945280776573 + -84.95160042649215 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
+    ln_set_rate =  279.29452807581913 + -84.95160042509195 * tfactors.T9i + 103.411 * tfactors.T913i + -420.567 * tfactors.T913
                          + 64.0874 * tfactors.T9 + -12.4624 * tfactors.T953 + 138.803 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.95160042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
+        dln_set_rate_dT9 =  84.95160042509195 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 103.411 * tfactors.T943i + (1.0/3.0) * -420.567 * tfactors.T923i
                                   + 64.0874 + (5.0/3.0) * -12.4624 * tfactors.T923 + 138.803 * tfactors.T9i;
     }
 
@@ -3368,11 +3368,11 @@ void rate_O16_to_He4_C12_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // nac2 
-    ln_set_rate =  94.31312807765731 + -84.50317042649215 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
+    ln_set_rate =  94.31312807581915 + -84.50317042509195 * tfactors.T9i + 58.9128 * tfactors.T913i + -148.273 * tfactors.T913
                          + 9.08324 * tfactors.T9 + -0.541041 * tfactors.T953 + 71.8554 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.50317042649215 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
+        dln_set_rate_dT9 =  84.50317042509195 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 58.9128 * tfactors.T943i + (1.0/3.0) * -148.273 * tfactors.T923i
                                   + 9.08324 + (5.0/3.0) * -0.541041 * tfactors.T923 + 71.8554 * tfactors.T9i;
     }
 
@@ -3426,11 +3426,11 @@ void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  46.248979543913606 + -51.22930570025806 * tfactors.T9i + -36.2504 * tfactors.T913i
+    ln_set_rate =  46.248979542075446 + -51.229305699394985 * tfactors.T9i + -36.2504 * tfactors.T913i
                          + -5.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  51.22930570025806 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2504 * tfactors.T943i
+        dln_set_rate_dT9 =  51.229305699394985 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.2504 * tfactors.T943i
                                   + (5.0/3.0) * -5.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3443,10 +3443,10 @@ void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  38.61457954391361 + -62.19490570025806 * tfactors.T9i + -5.6227 * tfactors.T913i;
+    ln_set_rate =  38.61457954207545 + -62.19490569939499 * tfactors.T9i + -5.6227 * tfactors.T913i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  62.19490570025806 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i;
+        dln_set_rate_dT9 =  62.19490569939499 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -5.6227 * tfactors.T943i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3458,10 +3458,10 @@ void rate_F18_to_He4_N14_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  24.91191754391361 + -56.38964570025806 * tfactors.T9i;
+    ln_set_rate =  24.91191754207545 + -56.38964569939498 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  56.38964570025806 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  56.38964569939498 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3514,11 +3514,11 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // co10c
-    ln_set_rate =  34.26581585936365 + -67.65193003813836 * tfactors.T9i + -3.65925 * tfactors.T913
+    ln_set_rate =  34.26581585752549 + -67.65193003721365 * tfactors.T9i + -3.65925 * tfactors.T913
                          + 0.714224 * tfactors.T9 + -0.00107508 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  67.65193003813836 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
+        dln_set_rate_dT9 =  67.65193003721365 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -3.65925 * tfactors.T923i
                                   + 0.714224 + (5.0/3.0) * -0.00107508 * tfactors.T923;
     }
 
@@ -3531,10 +3531,10 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     }
 
     // co10c
-    ln_set_rate =  28.64304585936365 + -65.24613003813835 * tfactors.T9i;
+    ln_set_rate =  28.64304585752549 + -65.24613003721365 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  65.24613003813835 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  65.24613003721365 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3546,11 +3546,11 @@ void rate_Ne20_to_He4_O16_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     }
 
     // co10c
-    ln_set_rate =  48.66033585936365 + -54.887630038138354 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
+    ln_set_rate =  48.66033585752549 + -54.88763003721364 * tfactors.T9i + -39.7262 * tfactors.T913i + -0.210799 * tfactors.T913
                          + 0.442879 * tfactors.T9 + -0.0797753 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  54.887630038138354 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
+        dln_set_rate_dT9 =  54.88763003721364 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.7262 * tfactors.T943i + (1.0/3.0) * -0.210799 * tfactors.T923i
                                   + 0.442879 + (5.0/3.0) * -0.0797753 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3603,10 +3603,10 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -24.579038986172677 + -78.40599033331655 * tfactors.T9i;
+    ln_set_rate =  -24.579038988010836 + -78.40599033199892 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.40599033331655 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  78.40599033199892 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3618,11 +3618,11 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  42.145961013827325 + -78.20981033331655 * tfactors.T9i + -19.2096 * tfactors.T913i
+    ln_set_rate =  42.145961011989165 + -78.20981033199892 * tfactors.T9i + -19.2096 * tfactors.T913i
                          + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  78.20981033331655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -19.2096 * tfactors.T943i
+        dln_set_rate_dT9 =  78.20981033199892 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -19.2096 * tfactors.T943i
                                   + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3635,11 +3635,11 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  -16.409838986172673 + -82.42366033331655 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
+    ln_set_rate =  -16.409838988010833 + -82.42366033199892 * tfactors.T9i + 21.1176 * tfactors.T913i + 34.0411 * tfactors.T913
                          + -4.45593 * tfactors.T9 + 0.328613 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  82.42366033331655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
+        dln_set_rate_dT9 =  82.42366033199892 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.1176 * tfactors.T943i + (1.0/3.0) * 34.0411 * tfactors.T923i
                                   + -4.45593 + (5.0/3.0) * 0.328613 * tfactors.T923;
     }
 
@@ -3652,10 +3652,10 @@ void rate_Na22_to_p_Ne21_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  24.833401013827324 + -79.60938033331655 * tfactors.T9i;
+    ln_set_rate =  24.833401011989164 + -79.60938033199892 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  79.60938033331655 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  79.60938033199892 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3707,11 +3707,11 @@ void rate_Na22_to_He4_F18_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // rpsmr
-    ln_set_rate =  59.32234728275454 + -100.23588367240258 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
+    ln_set_rate =  59.32234728091638 + -100.23588367074468 * tfactors.T9i + 18.8956 * tfactors.T913i + -65.6134 * tfactors.T913
                          + 1.71114 * tfactors.T9 + -0.0260999 * tfactors.T953 + 39.3396 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.23588367240258 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
+        dln_set_rate_dT9 =  100.23588367074468 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 18.8956 * tfactors.T943i + (1.0/3.0) * -65.6134 * tfactors.T923i
                                   + 1.71114 + (5.0/3.0) * -0.0260999 * tfactors.T923 + 39.3396 * tfactors.T9i;
     }
 
@@ -3764,11 +3764,11 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  43.93571176470678 + -135.6881490421346 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
+    ln_set_rate =  43.93571176286862 + -135.6881490398486 * tfactors.T9i + -20.6428 * tfactors.T913i + 1.52954 * tfactors.T913
                          + 2.7487 * tfactors.T9 + -1.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  135.6881490421346 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
+        dln_set_rate_dT9 =  135.6881490398486 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.6428 * tfactors.T943i + (1.0/3.0) * 1.52954 * tfactors.T923i
                                   + 2.7487 + (5.0/3.0) * -1.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3781,11 +3781,11 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  34.08761176470678 + -138.9684390421346 * tfactors.T9i + -0.360588 * tfactors.T913
+    ln_set_rate =  34.08761176286862 + -138.96843903984862 * tfactors.T9i + -0.360588 * tfactors.T913
                          + 1.4187 * tfactors.T9 + -0.184061 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  138.9684390421346 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
+        dln_set_rate_dT9 =  138.96843903984862 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.360588 * tfactors.T923i
                                   + 1.4187 + (5.0/3.0) * -0.184061 * tfactors.T923;
     }
 
@@ -3798,10 +3798,10 @@ void rate_Mg24_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  20.002361764706784 + -137.3003390421346 * tfactors.T9i;
+    ln_set_rate =  20.002361762868624 + -137.3003390398486 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  137.3003390421346 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  137.3003390398486 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3853,10 +3853,10 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -13.886931148855957 + -110.62012330714883 * tfactors.T9i;
+    ln_set_rate =  -13.886931150694117 + -110.62012330532738 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  110.62012330714883 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  110.62012330532738 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3868,11 +3868,11 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  49.324368851144044 + -108.11407330714883 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
+    ln_set_rate =  49.324368849305884 + -108.11407330532738 * tfactors.T9i + -46.2525 * tfactors.T913i + 5.58901 * tfactors.T913
                          + 7.61843 * tfactors.T9 + -3.683 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  108.11407330714883 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
+        dln_set_rate_dT9 =  108.11407330532738 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -46.2525 * tfactors.T943i + (1.0/3.0) * 5.58901 * tfactors.T923i
                                   + 7.61843 + (5.0/3.0) * -3.683 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -3885,11 +3885,11 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  16.02029885114404 + -120.89497330714883 * tfactors.T9i + 16.9229 * tfactors.T913
+    ln_set_rate =  16.02029884930588 + -120.89497330532738 * tfactors.T9i + 16.9229 * tfactors.T913
                          + -2.57325 * tfactors.T9 + 0.208997 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  120.89497330714883 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
+        dln_set_rate_dT9 =  120.89497330532738 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 16.9229 * tfactors.T923i
                                   + -2.57325 + (5.0/3.0) * 0.208997 * tfactors.T923;
     }
 
@@ -3902,10 +3902,10 @@ void rate_Mg24_to_He4_Ne20_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // il10c
-    ln_set_rate =  26.801638851144045 + -117.33433330714882 * tfactors.T9i;
+    ln_set_rate =  26.801638849305885 + -117.33433330532738 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  117.33433330714882 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  117.33433330532738 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -3957,11 +3957,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  11.776564828186824 + -136.3434628922348 * tfactors.T9i + 23.8634 * tfactors.T913
+    ln_set_rate =  11.776564826348665 + -136.34346288996986 * tfactors.T9i + 23.8634 * tfactors.T913
                          + -3.70135 * tfactors.T9 + 0.28964 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  136.3434628922348 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
+        dln_set_rate_dT9 =  136.34346288996986 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 23.8634 * tfactors.T923i
                                   + -3.70135 + (5.0/3.0) * 0.28964 * tfactors.T923;
     }
 
@@ -3974,11 +3974,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  111.46636482818681 + -134.8268158922348 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
+    ln_set_rate =  111.46636482634867 + -134.82681588996985 * tfactors.T9i + -26.8327 * tfactors.T913i + -116.137 * tfactors.T913
                          + 0.00950567 * tfactors.T9 + 0.00999755 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.8268158922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
+        dln_set_rate_dT9 =  134.82681588996985 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.8327 * tfactors.T943i + (1.0/3.0) * -116.137 * tfactors.T923i
                                   + 0.00950567 + (5.0/3.0) * 0.00999755 * tfactors.T923;
     }
 
@@ -3991,11 +3991,11 @@ void rate_Si28_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     }
 
     // il10c
-    ln_set_rate =  46.54946482818683 + -134.4395028922348 * tfactors.T9i + -23.2205 * tfactors.T913i
+    ln_set_rate =  46.54946482634867 + -134.43950288996984 * tfactors.T9i + -23.2205 * tfactors.T913i
                          + -2.0 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  134.4395028922348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
+        dln_set_rate_dT9 =  134.43950288996984 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.2205 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4048,11 +4048,11 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // st08r
-    ln_set_rate =  -25.688574833405916 + -128.69270892750794 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
+    ln_set_rate =  -25.688574835244076 + -128.692708925556 * tfactors.T9i + 21.3721 * tfactors.T913i + 37.7649 * tfactors.T913
                          + -4.10635 * tfactors.T9 + 0.249618 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  128.69270892750794 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
+        dln_set_rate_dT9 =  128.692708925556 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.3721 * tfactors.T943i + (1.0/3.0) * 37.7649 * tfactors.T923i
                                   + -4.10635 + (5.0/3.0) * 0.249618 * tfactors.T923;
     }
 
@@ -4065,10 +4065,10 @@ void rate_Si28_to_He4_Mg24_derived(const tf_t& tfactors, amrex::Real& rate, amre
     }
 
     // st08r
-    ln_set_rate =  32.90059516659409 + -131.48850892750792 * tfactors.T9i;
+    ln_set_rate =  32.90059516475593 + -131.48850892555598 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  131.48850892750792 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  131.48850892555598 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4120,11 +4120,11 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  25.172836958303158 + -106.63693563716609 * tfactors.T9i + 8.09341 * tfactors.T913
+    ln_set_rate =  25.172836956464998 + -106.63693563543316 * tfactors.T9i + 8.09341 * tfactors.T913
                          + -0.615971 * tfactors.T9 + 0.031159 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  106.63693563716609 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
+        dln_set_rate_dT9 =  106.63693563543316 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 8.09341 * tfactors.T923i
                                   + -0.615971 + (5.0/3.0) * 0.031159 * tfactors.T923;
     }
 
@@ -4137,10 +4137,10 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // il10c
-    ln_set_rate =  21.682890958303158 + -105.11947563716609 * tfactors.T9i;
+    ln_set_rate =  21.682890956465 + -105.11947563543316 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  105.11947563716609 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  105.11947563543316 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -4152,11 +4152,11 @@ void rate_S32_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amrex::R
     }
 
     // il10c
-    ln_set_rate =  43.610880958303156 + -102.85989563716609 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
+    ln_set_rate =  43.610880956464996 + -102.85989563543316 * tfactors.T9i + -25.3278 * tfactors.T913i + 6.4931 * tfactors.T913
                          + -9.27513 * tfactors.T9 + -0.610439 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.85989563716609 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
+        dln_set_rate_dT9 =  102.85989563543316 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -25.3278 * tfactors.T943i + (1.0/3.0) * 6.4931 * tfactors.T923i
                                   + -9.27513 + (5.0/3.0) * -0.610439 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4209,11 +4209,11 @@ void rate_S32_to_He4_Si28_derived(const tf_t& tfactors, amrex::Real& rate, amrex
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  72.81295409739818 + -80.62610309662641 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
+    ln_set_rate =  72.81295409556003 + -80.62610309526808 * tfactors.T9i + -59.4896 * tfactors.T913i + 4.47205 * tfactors.T913
                          + -4.78989 * tfactors.T9 + 0.557201 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  80.62610309662641 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
+        dln_set_rate_dT9 =  80.62610309526808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -59.4896 * tfactors.T943i + (1.0/3.0) * 4.47205 * tfactors.T923i
                                   + -4.78989 + (5.0/3.0) * 0.557201 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4266,11 +4266,11 @@ void rate_Fe52_to_p_Mn51_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.72798916565748 + -85.6326403498911 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
+    ln_set_rate =  61.72798916381932 + -85.63264034844842 * tfactors.T9i + -36.1825 * tfactors.T913i + 0.873042 * tfactors.T913
                          + -2.89731 * tfactors.T9 + 0.364394 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.6326403498911 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
+        dln_set_rate_dT9 =  85.63264034844842 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1825 * tfactors.T943i + (1.0/3.0) * 0.873042 * tfactors.T923i
                                   + -2.89731 + (5.0/3.0) * 0.364394 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4323,11 +4323,11 @@ void rate_Fe52_to_He4_Cr48_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  90.14738712482466 + -92.10912191363732 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
+    ln_set_rate =  90.1473871229865 + -92.10912191208553 * tfactors.T9i + -86.7459 * tfactors.T913i + -9.79373 * tfactors.T913
                          + -0.772169 * tfactors.T9 + 0.155883 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.10912191363732 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
+        dln_set_rate_dT9 =  92.10912191208553 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * -9.79373 * tfactors.T923i
                                   + -0.772169 + (5.0/3.0) * 0.155883 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4380,11 +4380,11 @@ void rate_Co55_to_He4_Mn51_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  90.61300778512097 + -95.28620688500884 * tfactors.T9i + -89.274 * tfactors.T913i + -10.4373 * tfactors.T913
+    ln_set_rate =  90.6130077832828 + -95.28620688340351 * tfactors.T9i + -89.274 * tfactors.T913i + -10.4373 * tfactors.T913
                          + 1.00492 * tfactors.T9 + -0.125548 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  95.28620688500884 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -89.274 * tfactors.T943i + (1.0/3.0) * -10.4373 * tfactors.T923i
+        dln_set_rate_dT9 =  95.28620688340351 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -89.274 * tfactors.T943i + (1.0/3.0) * -10.4373 * tfactors.T923i
                                   + 1.00492 + (5.0/3.0) * -0.125548 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4437,11 +4437,11 @@ void rate_Ni56_to_p_Co55_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  63.131770608640906 + -83.14741674893808 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
+    ln_set_rate =  63.131770606802746 + -83.14741674753726 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
                          + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  83.14741674893808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
+        dln_set_rate_dT9 =  83.14741674753726 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
                                   + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4494,11 +4494,11 @@ void rate_Ni56_to_He4_Fe52_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  91.62258922810439 + -92.801099329237 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
+    ln_set_rate =  91.62258922626623 + -92.80109932767355 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
                          + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.801099329237 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
+        dln_set_rate_dT9 =  92.80109932767355 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
                                   + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4551,11 +4551,11 @@ void rate_Cu59_to_He4_Co55_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  90.97199197888506 + -55.17460977128912 * tfactors.T9i + -94.1404 * tfactors.T913i + -2.62786 * tfactors.T913
+    ln_set_rate =  90.97199197704688 + -55.174609770359574 * tfactors.T9i + -94.1404 * tfactors.T913i + -2.62786 * tfactors.T913
                          + -2.12066 * tfactors.T9 + 0.237999 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  55.17460977128912 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -94.1404 * tfactors.T943i + (1.0/3.0) * -2.62786 * tfactors.T923i
+        dln_set_rate_dT9 =  55.174609770359574 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -94.1404 * tfactors.T943i + (1.0/3.0) * -2.62786 * tfactors.T923i
                                   + -2.12066 + (5.0/3.0) * 0.237999 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4608,11 +4608,11 @@ void rate_Zn60_to_p_Cu59_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  62.2928405088604 + -59.40944656945774 * tfactors.T9i + -39.9808 * tfactors.T913i + 1.17311 * tfactors.T913
+    ln_set_rate =  62.29284050702224 + -59.40944656845685 * tfactors.T9i + -39.9808 * tfactors.T913i + 1.17311 * tfactors.T913
                          + -2.90486 * tfactors.T9 + 0.339644 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  59.40944656945774 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.9808 * tfactors.T943i + (1.0/3.0) * 1.17311 * tfactors.T923i
+        dln_set_rate_dT9 =  59.40944656845685 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.9808 * tfactors.T943i + (1.0/3.0) * 1.17311 * tfactors.T923i
                                   + -2.90486 + (5.0/3.0) * 0.339644 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4665,11 +4665,11 @@ void rate_Zn60_to_He4_Ni56_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  86.06186187910455 + -31.43675563699001 * tfactors.T9i + -96.4898 * tfactors.T913i + 6.47209 * tfactors.T913
+    ln_set_rate =  86.06186187726638 + -31.436755636460383 * tfactors.T9i + -96.4898 * tfactors.T913i + 6.47209 * tfactors.T913
                          + -5.2029 * tfactors.T9 + 0.533391 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  31.43675563699001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -96.4898 * tfactors.T943i + (1.0/3.0) * 6.47209 * tfactors.T923i
+        dln_set_rate_dT9 =  31.436755636460383 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -96.4898 * tfactors.T943i + (1.0/3.0) * 6.47209 * tfactors.T923i
                                   + -5.2029 + (5.0/3.0) * 0.533391 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -4722,11 +4722,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // fy05c
-    ln_set_rate =  22.39392447043974 + -88.54942933569913 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
+    ln_set_rate =  22.39392446676342 + -88.54942933427682 * tfactors.T9i + -13.49 * tfactors.T913i + 21.4259 * tfactors.T913
                          + -1.34769 * tfactors.T9 + 0.0879816 * tfactors.T953 + -10.1653 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  88.54942933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
+        dln_set_rate_dT9 =  88.54942933427682 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -13.49 * tfactors.T943i + (1.0/3.0) * 21.4259 * tfactors.T923i
                                   + -1.34769 + (5.0/3.0) * 0.0879816 * tfactors.T923 + -10.1653 * tfactors.T9i;
     }
 
@@ -4739,11 +4739,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // fy05c
-    ln_set_rate =  34.95602447043974 + -85.44732933569914 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
+    ln_set_rate =  34.956024466763424 + -85.44732933427683 * tfactors.T9i + -23.57 * tfactors.T913i + 20.4886 * tfactors.T913
                          + -12.9882 * tfactors.T9 + -20.0 * tfactors.T953 + 0.8333300000000001 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.44732933569914 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
+        dln_set_rate_dT9 =  85.44732933427683 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -23.57 * tfactors.T943i + (1.0/3.0) * 20.4886 * tfactors.T923i
                                   + -12.9882 + (5.0/3.0) * -20.0 * tfactors.T923 + 0.8333300000000001 * tfactors.T9i;
     }
 
@@ -4756,11 +4756,11 @@ void rate_C12_to_He4_He4_He4_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // fy05c
-    ln_set_rate =  45.77337247043974 + -84.42286933569913 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
+    ln_set_rate =  45.77337246676342 + -84.42286933427683 * tfactors.T9i + -37.06 * tfactors.T913i + 29.3493 * tfactors.T913
                          + -115.507 * tfactors.T9 + -10.0 * tfactors.T953 + 1.66667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  84.42286933569913 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
+        dln_set_rate_dT9 =  84.42286933427683 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.06 * tfactors.T943i + (1.0/3.0) * 29.3493 * tfactors.T923i
                                   + -115.507 + (5.0/3.0) * -10.0 * tfactors.T923 + 1.66667 * tfactors.T9i;
     }
 
@@ -4810,11 +4810,11 @@ void rate_p_O16_to_He4_N13_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // cf88n
-    ln_set_rate =  42.232382494512464 + -60.55237555926846 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
+    ln_set_rate =  42.232382494512464 + -60.552375558248315 * tfactors.T9i + -35.829 * tfactors.T913i + -0.530275 * tfactors.T913
                          + -0.982462 * tfactors.T9 + 0.0808059 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  60.55237555926846 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
+        dln_set_rate_dT9 =  60.552375558248315 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -35.829 * tfactors.T943i + (1.0/3.0) * -0.530275 * tfactors.T923i
                                   + -0.982462 + (5.0/3.0) * 0.0808059 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4873,11 +4873,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -6.377717086437262 + -29.88961364462334 * tfactors.T9i + 19.7297 * tfactors.T913
+    ln_set_rate =  -6.377717086437262 + -29.88961364415879 * tfactors.T9i + 19.7297 * tfactors.T913
                          + -2.20987 * tfactors.T9 + 0.153374 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.88961364462334 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
+        dln_set_rate_dT9 =  29.88961364415879 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 19.7297 * tfactors.T923i
                                   + -2.20987 + (5.0/3.0) * 0.153374 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -4890,11 +4890,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  0.227472413562738 + -29.434873644623337 * tfactors.T9i
+    ln_set_rate =  0.227472413562738 + -29.434873644158788 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  29.434873644623337 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  29.434873644158788 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -4907,11 +4907,11 @@ void rate_He4_Ne20_to_p_Na23_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  19.18524291356274 + -27.573843644623338 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
+    ln_set_rate =  19.18524291356274 + -27.57384364415879 * tfactors.T9i + -20.0024 * tfactors.T913i + 11.5988 * tfactors.T913
                          + -1.37398 * tfactors.T9 + -1.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.573843644623338 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
+        dln_set_rate_dT9 =  27.57384364415879 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -20.0024 * tfactors.T943i + (1.0/3.0) * 11.5988 * tfactors.T923i
                                   + -1.37398 + (5.0/3.0) * -1.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -4969,11 +4969,11 @@ void rate_p_Ne21_to_He4_F18_derived(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real set_rate{0.0};
 
     // rpsmr
-    ln_set_rate =  50.65368626892722 + -22.049056049959066 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
+    ln_set_rate =  50.65368626892722 + -22.04905604961869 * tfactors.T9i + 21.4461 * tfactors.T913i + -73.252 * tfactors.T913
                          + 2.42329 * tfactors.T9 + -0.077278 * tfactors.T953 + 40.7604 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.049056049959066 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
+        dln_set_rate_dT9 =  22.04905604961869 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 21.4461 * tfactors.T943i + (1.0/3.0) * -73.252 * tfactors.T923i
                                   + 2.42329 + (5.0/3.0) * -0.077278 * tfactors.T923 + 40.7604 * tfactors.T9i;
     }
 
@@ -5031,11 +5031,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -6.445750338407262 + -22.82086933218981 * tfactors.T9i + 18.0416 * tfactors.T913
+    ln_set_rate =  -6.445750338407262 + -22.820869331876814 * tfactors.T9i + 18.0416 * tfactors.T913
                          + -1.54137 * tfactors.T9 + 0.0847506 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.82086933218981 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
+        dln_set_rate_dT9 =  22.820869331876814 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0416 * tfactors.T923i
                                   + -1.54137 + (5.0/3.0) * 0.0847506 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -5048,11 +5048,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  -26.286160338407264 + -19.54138133218981 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
+    ln_set_rate =  -26.286160338407264 + -19.541381331876813 * tfactors.T9i + 5.18642 * tfactors.T913i + -34.7936 * tfactors.T913
                          + 168.225 * tfactors.T9 + -115.825 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  19.54138133218981 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
+        dln_set_rate_dT9 =  19.541381331876813 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 5.18642 * tfactors.T943i + (1.0/3.0) * -34.7936 * tfactors.T923i
                                   + 168.225 + (5.0/3.0) * -115.825 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -5065,11 +5065,11 @@ void rate_He4_Mg24_to_p_Al27_derived(const tf_t& tfactors, amrex::Real& rate, am
     }
 
     // il10c
-    ln_set_rate =  30.039739661592737 + -18.578369332189812 * tfactors.T9i + -26.4162 * tfactors.T913i
+    ln_set_rate =  30.039739661592737 + -18.578369331876814 * tfactors.T9i + -26.4162 * tfactors.T913i
                          + -2.0 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  18.578369332189812 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
+        dln_set_rate_dT9 =  18.578369331876814 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -26.4162 * tfactors.T943i
                                   + (5.0/3.0) * -2.0 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5127,11 +5127,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  -11.433473139095032 + -25.65965858572089 * tfactors.T9i + 21.521 * tfactors.T913
+    ln_set_rate =  -11.433473139095032 + -25.659658585346307 * tfactors.T9i + 21.521 * tfactors.T913
                          + -1.90355 * tfactors.T9 + 0.092724 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.65965858572089 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
+        dln_set_rate_dT9 =  25.659658585346307 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 21.521 * tfactors.T923i
                                   + -1.90355 + (5.0/3.0) * 0.092724 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -5144,11 +5144,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     }
 
     // il10c
-    ln_set_rate =  -13.459473139095032 + -24.11106858572089 * tfactors.T9i
+    ln_set_rate =  -13.459473139095032 + -24.111068585346306 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  24.11106858572089 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  24.111068585346306 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -5161,11 +5161,11 @@ void rate_He4_Si28_to_p_P31_derived(const tf_t& tfactors, amrex::Real& rate, amr
     }
 
     // il10c
-    ln_set_rate =  60.342426860904965 + -22.23390858572089 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
+    ln_set_rate =  60.342426860904965 + -22.233908585346306 * tfactors.T9i + -31.932 * tfactors.T913i + -77.0334 * tfactors.T913
                          + -43.6847 * tfactors.T9 + -4.28955 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.23390858572089 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
+        dln_set_rate_dT9 =  22.233908585346306 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -31.932 * tfactors.T943i + (1.0/3.0) * -77.0334 * tfactors.T923i
                                   + -43.6847 + (5.0/3.0) * -4.28955 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5223,11 +5223,11 @@ void rate_p_Mn51_to_He4_Cr48_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  58.73119795916719 + -6.476551190854941 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
+    ln_set_rate =  58.73119795916719 + -6.476551190745829 * tfactors.T9i + -86.7459 * tfactors.T913i + 1.05653 * tfactors.T913
                          + -1.15757 * tfactors.T9 + 0.0877546 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.476551190854941 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
+        dln_set_rate_dT9 =  6.476551190745829 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -86.7459 * tfactors.T943i + (1.0/3.0) * 1.05653 * tfactors.T923i
                                   + -1.15757 + (5.0/3.0) * 0.0877546 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5285,11 +5285,11 @@ void rate_p_Co55_to_He4_Fe52_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.443418619463486 + -9.65364776674457 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
+    ln_set_rate =  61.443418619463486 + -9.653647766581932 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
                          + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  9.65364776674457 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
+        dln_set_rate_dT9 =  9.653647766581932 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
                                   + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5347,11 +5347,11 @@ void rate_He4_Ni56_to_p_Cu59_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  20.847078629755856 + -27.97280697764895 * tfactors.T9i + -39.9808 * tfactors.T913i + 13.6773 * tfactors.T913
+    ln_set_rate =  20.847078629755856 + -27.97280697717768 * tfactors.T9i + -39.9808 * tfactors.T913i + 13.6773 * tfactors.T913
                          + -3.76429 * tfactors.T9 + 0.438096 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.97280697764895 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.9808 * tfactors.T943i + (1.0/3.0) * 13.6773 * tfactors.T923i
+        dln_set_rate_dT9 =  27.97280697717768 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.9808 * tfactors.T943i + (1.0/3.0) * 13.6773 * tfactors.T923i
                                   + -3.76429 + (5.0/3.0) * 0.438096 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -5409,11 +5409,11 @@ void rate_Fe53_to_n_Fe52_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  37.48624299107921 + -123.99427613085159 * tfactors.T9i + -0.344319 * tfactors.T913
+    ln_set_rate =  37.48624298924105 + -123.9942761287626 * tfactors.T9i + -0.344319 * tfactors.T913
                          + 0.178277 * tfactors.T9 + -0.0334326 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  123.99427613085159 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.344319 * tfactors.T923i
+        dln_set_rate_dT9 =  123.9942761287626 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -0.344319 * tfactors.T923i
                                   + 0.178277 + (5.0/3.0) * -0.0334326 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -5466,11 +5466,11 @@ void rate_Fe54_to_n_Fe53_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  42.210560167376684 + -155.25104569177333 * tfactors.T9i + -1.10421 * tfactors.T913
+    ln_set_rate =  42.210560165538524 + -155.25104568915773 * tfactors.T9i + -1.10421 * tfactors.T913
                          + 0.379905 * tfactors.T9 + -0.0581878 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  155.25104569177333 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.10421 * tfactors.T923i
+        dln_set_rate_dT9 =  155.25104568915773 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.10421 * tfactors.T923i
                                   + 0.379905 + (5.0/3.0) * -0.0581878 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -5523,11 +5523,11 @@ void rate_Fe55_to_n_Fe54_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ks03 
-    ln_set_rate =  21.483298756092896 + -107.84311925142697 * tfactors.T9i + -8.66617 * tfactors.T913i + 26.4472 * tfactors.T913
+    ln_set_rate =  21.483298754254736 + -107.8431192496091 * tfactors.T9i + -8.66617 * tfactors.T913i + 26.4472 * tfactors.T913
                          + -1.9222 * tfactors.T9 + 0.0986404 * tfactors.T953 + -8.28317 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  107.84311925142697 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -8.66617 * tfactors.T943i + (1.0/3.0) * 26.4472 * tfactors.T923i
+        dln_set_rate_dT9 =  107.8431192496091 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -8.66617 * tfactors.T943i + (1.0/3.0) * 26.4472 * tfactors.T923i
                                   + -1.9222 + (5.0/3.0) * 0.0986404 * tfactors.T923 + -8.28317 * tfactors.T9i;
     }
 
@@ -5580,11 +5580,11 @@ void rate_Fe56_to_n_Fe55_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ks03 
-    ln_set_rate =  46.785223428080954 + -130.0232339465001 * tfactors.T9i + 8.06062 * tfactors.T913i + -14.4809 * tfactors.T913
+    ln_set_rate =  46.785223426242794 + -130.02323394431116 * tfactors.T9i + 8.06062 * tfactors.T913i + -14.4809 * tfactors.T913
                          + 0.94252 * tfactors.T9 + -0.0776007 * tfactors.T953 + 7.97093 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  130.0232339465001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 8.06062 * tfactors.T943i + (1.0/3.0) * -14.4809 * tfactors.T923i
+        dln_set_rate_dT9 =  130.02323394431116 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 8.06062 * tfactors.T943i + (1.0/3.0) * -14.4809 * tfactors.T923i
                                   + 0.94252 + (5.0/3.0) * -0.0776007 * tfactors.T923 + 7.97093 * tfactors.T9i;
     }
 
@@ -5637,11 +5637,11 @@ void rate_Fe56_to_p_Mn55_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.659288536189116 + -118.17693119642051 * tfactors.T9i + -36.1995 * tfactors.T913i + 1.15346 * tfactors.T913
+    ln_set_rate =  61.65928853435096 + -118.17693119442954 * tfactors.T9i + -36.1995 * tfactors.T913i + 1.15346 * tfactors.T913
                          + -1.94437 * tfactors.T9 + 0.218429 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  118.17693119642051 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1995 * tfactors.T943i + (1.0/3.0) * 1.15346 * tfactors.T923i
+        dln_set_rate_dT9 =  118.17693119442954 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -36.1995 * tfactors.T943i + (1.0/3.0) * 1.15346 * tfactors.T923i
                                   + -1.94437 + (5.0/3.0) * 0.218429 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5694,11 +5694,11 @@ void rate_Co55_to_p_Fe54_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  57.82919157553295 + -58.76609208478817 * tfactors.T9i + -37.1544 * tfactors.T913i + 0.950364 * tfactors.T913
+    ln_set_rate =  57.82919157369479 + -58.766092083798114 * tfactors.T9i + -37.1544 * tfactors.T913i + 0.950364 * tfactors.T913
                          + -1.77529 * tfactors.T9 + 0.198562 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  58.76609208478817 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.1544 * tfactors.T943i + (1.0/3.0) * 0.950364 * tfactors.T923i
+        dln_set_rate_dT9 =  58.766092083798114 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.1544 * tfactors.T943i + (1.0/3.0) * 0.950364 * tfactors.T923i
                                   + -1.77529 + (5.0/3.0) * 0.198562 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5751,11 +5751,11 @@ void rate_Co56_to_n_Co55_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  40.62594603130468 + -117.00951667337291 * tfactors.T9i + -1.86357 * tfactors.T913
+    ln_set_rate =  40.62594602946652 + -117.0095166714016 * tfactors.T9i + -1.86357 * tfactors.T913
                          + 0.616591 * tfactors.T9 + -0.0839313 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  117.00951667337291 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.86357 * tfactors.T923i
+        dln_set_rate_dT9 =  117.0095166714016 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.86357 * tfactors.T923i
                                   + 0.616591 + (5.0/3.0) * -0.0839313 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -5808,11 +5808,11 @@ void rate_Co56_to_p_Fe55_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  58.601098850744734 + -67.87436231336505 * tfactors.T9i + -37.1585 * tfactors.T913i + 1.66198 * tfactors.T913
+    ln_set_rate =  58.601098848906574 + -67.87436231222155 * tfactors.T9i + -37.1585 * tfactors.T913i + 1.66198 * tfactors.T913
                          + -1.60842 * tfactors.T9 + 0.148916 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  67.87436231336505 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.1585 * tfactors.T943i + (1.0/3.0) * 1.66198 * tfactors.T923i
+        dln_set_rate_dT9 =  67.87436231222155 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.1585 * tfactors.T943i + (1.0/3.0) * 1.66198 * tfactors.T923i
                                   + -1.60842 + (5.0/3.0) * 0.148916 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5865,11 +5865,11 @@ void rate_Co57_to_n_Co56_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  41.15219049522237 + -132.01531905660212 * tfactors.T9i + -1.37855 * tfactors.T913
+    ln_set_rate =  41.15219049338421 + -132.015319054378 * tfactors.T9i + -1.37855 * tfactors.T913
                          + 0.299896 * tfactors.T9 + -0.04382 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  132.01531905660212 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.37855 * tfactors.T923i
+        dln_set_rate_dT9 =  132.015319054378 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.37855 * tfactors.T923i
                                   + 0.299896 + (5.0/3.0) * -0.04382 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -5922,11 +5922,11 @@ void rate_Co57_to_p_Fe56_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  57.66626591788614 + -69.94994642462048 * tfactors.T9i + -37.1625 * tfactors.T913i + 1.06776 * tfactors.T913
+    ln_set_rate =  57.66626591604798 + -69.949946423442 * tfactors.T9i + -37.1625 * tfactors.T913i + 1.06776 * tfactors.T913
                          + -1.31689 * tfactors.T9 + 0.122089 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  69.94994642462048 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.1625 * tfactors.T943i + (1.0/3.0) * 1.06776 * tfactors.T923i
+        dln_set_rate_dT9 =  69.949946423442 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -37.1625 * tfactors.T943i + (1.0/3.0) * 1.06776 * tfactors.T923i
                                   + -1.31689 + (5.0/3.0) * 0.122089 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -5979,11 +5979,11 @@ void rate_Ni57_to_n_Ni56_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  38.36941309844609 + -118.94166894064354 * tfactors.T9i + -1.19665 * tfactors.T913
+    ln_set_rate =  38.36941309660793 + -118.94166893863968 * tfactors.T9i + -1.19665 * tfactors.T913
                          + 0.507179 * tfactors.T9 + -0.074604 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  118.94166894064354 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.19665 * tfactors.T923i
+        dln_set_rate_dT9 =  118.94166893863968 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.19665 * tfactors.T923i
                                   + 0.507179 + (5.0/3.0) * -0.074604 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -6036,11 +6036,11 @@ void rate_Ni57_to_p_Co56_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  60.08383767578231 + -85.07956901620872 * tfactors.T9i + -38.1094 * tfactors.T913i + 2.57091 * tfactors.T913
+    ln_set_rate =  60.08383767394415 + -85.07956901477534 * tfactors.T9i + -38.1094 * tfactors.T913i + 2.57091 * tfactors.T913
                          + -2.07795 * tfactors.T9 + 0.20757 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  85.07956901620872 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1094 * tfactors.T943i + (1.0/3.0) * 2.57091 * tfactors.T923i
+        dln_set_rate_dT9 =  85.07956901477534 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1094 * tfactors.T943i + (1.0/3.0) * 2.57091 * tfactors.T923i
                                   + -2.07795 + (5.0/3.0) * 0.20757 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -6093,11 +6093,11 @@ void rate_Ni57_to_He4_Fe53_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  94.73965933547126 + -87.74826004866655 * tfactors.T9i + -91.7231 * tfactors.T913i + -10.1816 * tfactors.T913
+    ln_set_rate =  94.73965933363311 + -87.74826004718823 * tfactors.T9i + -91.7231 * tfactors.T913i + -10.1816 * tfactors.T913
                          + -0.0406303 * tfactors.T9 + 0.0345056 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  87.74826004866655 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.7231 * tfactors.T943i + (1.0/3.0) * -10.1816 * tfactors.T923i
+        dln_set_rate_dT9 =  87.74826004718823 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.7231 * tfactors.T943i + (1.0/3.0) * -10.1816 * tfactors.T923i
                                   + -0.0406303 + (5.0/3.0) * 0.0345056 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -6150,11 +6150,11 @@ void rate_Ni58_to_n_Ni57_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  42.339063572267165 + -141.77239789336582 * tfactors.T9i + -1.90814 * tfactors.T913
+    ln_set_rate =  42.339063570429005 + -141.77239789097732 * tfactors.T9i + -1.90814 * tfactors.T913
                          + 0.493188 * tfactors.T9 + -0.0684633 * tfactors.T953 + 1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  141.77239789336582 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.90814 * tfactors.T923i
+        dln_set_rate_dT9 =  141.77239789097732 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.90814 * tfactors.T923i
                                   + 0.493188 + (5.0/3.0) * -0.0684633 * tfactors.T923 + 1.5 * tfactors.T9i;
     }
 
@@ -6207,11 +6207,11 @@ void rate_Ni58_to_p_Co57_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.775010752827114 + -94.83746016924091 * tfactors.T9i + -38.1133 * tfactors.T913i + 1.77414 * tfactors.T913
+    ln_set_rate =  61.775010750988955 + -94.83746016764316 * tfactors.T9i + -38.1133 * tfactors.T913i + 1.77414 * tfactors.T913
                          + -1.48268 * tfactors.T9 + 0.121073 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.83746016924091 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1133 * tfactors.T943i + (1.0/3.0) * 1.77414 * tfactors.T923i
+        dln_set_rate_dT9 =  94.83746016764316 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1133 * tfactors.T943i + (1.0/3.0) * 1.77414 * tfactors.T923i
                                   + -1.48268 + (5.0/3.0) * 0.121073 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -6264,11 +6264,11 @@ void rate_Ni58_to_He4_Fe54_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  85.23266274036175 + -74.27065665689001 * tfactors.T9i + -91.7628 * tfactors.T913i + 4.23027 * tfactors.T913
+    ln_set_rate =  85.23266273852359 + -74.27065665563875 * tfactors.T9i + -91.7628 * tfactors.T913i + 4.23027 * tfactors.T913
                          + -3.31305 * tfactors.T9 + 0.271293 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  74.27065665689001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.7628 * tfactors.T943i + (1.0/3.0) * 4.23027 * tfactors.T923i
+        dln_set_rate_dT9 =  74.27065665563875 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.7628 * tfactors.T943i + (1.0/3.0) * 4.23027 * tfactors.T923i
                                   + -3.31305 + (5.0/3.0) * 0.271293 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -6321,11 +6321,11 @@ void rate_Cu59_to_p_Ni58_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // si13n
-    ln_set_rate =  58.96002081405625 + -39.670045199187285 * tfactors.T9i + -39.0526 * tfactors.T913i + 1.0436 * tfactors.T913
+    ln_set_rate =  58.96002081221809 + -39.67004519851894 * tfactors.T9i + -39.0526 * tfactors.T913i + 1.0436 * tfactors.T913
                          + -2.10834 * tfactors.T9 + 0.239559 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  39.670045199187285 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.0526 * tfactors.T943i + (1.0/3.0) * 1.0436 * tfactors.T923i
+        dln_set_rate_dT9 =  39.67004519851894 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -39.0526 * tfactors.T943i + (1.0/3.0) * 1.0436 * tfactors.T923i
                                   + -2.10834 + (5.0/3.0) * 0.239559 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -6378,11 +6378,11 @@ void rate_p_Mn55_to_n_Fe55_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  4.300924891891836 + -11.761875387476456 * tfactors.T9i + 7.03052 * tfactors.T913
+    ln_set_rate =  4.300924891891836 + -11.761875387278298 * tfactors.T9i + 7.03052 * tfactors.T913
                          + 0.260509 * tfactors.T9 + -0.0813397 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  11.761875387476456 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 7.03052 * tfactors.T923i
+        dln_set_rate_dT9 =  11.761875387278298 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 7.03052 * tfactors.T923i
                                   + 0.260509 + (5.0/3.0) * -0.0813397 * tfactors.T923;
     }
 
@@ -6440,11 +6440,11 @@ void rate_He4_Fe53_to_n_Ni56_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  -11.227076237025186 + -31.193524937158223 * tfactors.T9i + 6.43259 * tfactors.T913
+    ln_set_rate =  -11.227076237025186 + -31.19352493663269 * tfactors.T9i + 6.43259 * tfactors.T913
                          + 2.29591 * tfactors.T9 + -0.254724 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  31.193524937158223 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 6.43259 * tfactors.T923i
+        dln_set_rate_dT9 =  31.19352493663269 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 6.43259 * tfactors.T923i
                                   + 2.29591 + (5.0/3.0) * -0.254724 * tfactors.T923;
     }
 
@@ -6502,11 +6502,11 @@ void rate_p_Fe54_to_He4_Mn51_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  65.37001620958803 + -36.52011480022066 * tfactors.T9i + -89.274 * tfactors.T913i + -0.862452 * tfactors.T913
+    ln_set_rate =  65.37001620958803 + -36.520114799605395 * tfactors.T9i + -89.274 * tfactors.T913i + -0.862452 * tfactors.T913
                          + -0.635672 * tfactors.T9 + 0.0196464 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  36.52011480022066 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -89.274 * tfactors.T943i + (1.0/3.0) * -0.862452 * tfactors.T923i
+        dln_set_rate_dT9 =  36.520114799605395 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -89.274 * tfactors.T943i + (1.0/3.0) * -0.862452 * tfactors.T923i
                                   + -0.635672 + (5.0/3.0) * 0.0196464 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -6564,11 +6564,11 @@ void rate_He4_Fe54_to_n_Ni57_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  14.613800831905415 + -67.50220541720067 * tfactors.T9i + 0.48562 * tfactors.T913
+    ln_set_rate =  14.613800831905415 + -67.50220541606345 * tfactors.T9i + 0.48562 * tfactors.T913
                          + -0.0249302 * tfactors.T9 + 0.0509605 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  67.50220541720067 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 0.48562 * tfactors.T923i
+        dln_set_rate_dT9 =  67.50220541606345 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 0.48562 * tfactors.T923i
                                   + -0.0249302 + (5.0/3.0) * 0.0509605 * tfactors.T923;
     }
 
@@ -6626,11 +6626,11 @@ void rate_He4_Fe54_to_p_Co57_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  -1.4219519875346407 + -20.56680351235092 * tfactors.T9i + -38.1133 * tfactors.T913i + 29.3541 * tfactors.T913
+    ln_set_rate =  -1.4219519875346407 + -20.566803512004423 * tfactors.T9i + -38.1133 * tfactors.T913i + 29.3541 * tfactors.T913
                          + -4.75966 * tfactors.T9 + 0.40418 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  20.56680351235092 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1133 * tfactors.T943i + (1.0/3.0) * 29.3541 * tfactors.T923i
+        dln_set_rate_dT9 =  20.566803512004423 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1133 * tfactors.T943i + (1.0/3.0) * 29.3541 * tfactors.T923i
                                   + -4.75966 + (5.0/3.0) * 0.40418 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -6688,11 +6688,11 @@ void rate_p_Fe55_to_n_Co55_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  21.432947180559943 + -49.13538645037029 * tfactors.T9i + -1.62382 * tfactors.T913
+    ln_set_rate =  21.432947180559943 + -49.13538644954249 * tfactors.T9i + -1.62382 * tfactors.T913
                          + 0.58115 * tfactors.T9 + -0.0537057 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  49.13538645037029 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.62382 * tfactors.T923i
+        dln_set_rate_dT9 =  49.13538644954249 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.62382 * tfactors.T923i
                                   + 0.58115 + (5.0/3.0) * -0.0537057 * tfactors.T923;
     }
 
@@ -6750,11 +6750,11 @@ void rate_He4_Fe55_to_n_Ni58_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  -4.731933984268859 + -33.63082187826845 * tfactors.T9i + 3.44996 * tfactors.T913
+    ln_set_rate =  -4.731933984268859 + -33.630821877701855 * tfactors.T9i + 3.44996 * tfactors.T913
                          + 2.98226 * tfactors.T9 + -0.387699 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  33.63082187826845 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 3.44996 * tfactors.T923i
+        dln_set_rate_dT9 =  33.630821877701855 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 3.44996 * tfactors.T923i
                                   + 2.98226 + (5.0/3.0) * -0.387699 * tfactors.T923;
     }
 
@@ -6812,11 +6812,11 @@ void rate_p_Fe56_to_n_Co56_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  22.65112457733622 + -62.065024496438 * tfactors.T9i + -1.13331 * tfactors.T913
+    ln_set_rate =  22.65112457733622 + -62.065024495392365 * tfactors.T9i + -1.13331 * tfactors.T913
                          + 0.347185 * tfactors.T9 + -0.0328879 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  62.065024496438 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.13331 * tfactors.T923i
+        dln_set_rate_dT9 =  62.065024495392365 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.13331 * tfactors.T923i
                                   + 0.347185 + (5.0/3.0) * -0.0328879 * tfactors.T923;
     }
 
@@ -6874,11 +6874,11 @@ void rate_p_Co56_to_n_Ni56_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  13.37207542266378 + -33.86221596961605 * tfactors.T9i + 1.76846 * tfactors.T913
+    ln_set_rate =  13.37207542266378 + -33.86221596904556 * tfactors.T9i + 1.76846 * tfactors.T913
                          + 0.197992 * tfactors.T9 + -0.017494 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  33.86221596961605 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 1.76846 * tfactors.T923i
+        dln_set_rate_dT9 =  33.86221596904556 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 1.76846 * tfactors.T923i
                                   + 0.197992 + (5.0/3.0) * -0.017494 * tfactors.T923;
     }
 
@@ -6936,11 +6936,11 @@ void rate_p_Co56_to_He4_Fe53_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  56.04732165968897 + -2.6687374505303194 * tfactors.T9i + -91.7231 * tfactors.T913i + 10.052 * tfactors.T913
+    ln_set_rate =  56.04732165968897 + -2.668737450485358 * tfactors.T9i + -91.7231 * tfactors.T913i + 10.052 * tfactors.T913
                          + -3.86332 * tfactors.T9 + 0.391105 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  2.6687374505303194 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.7231 * tfactors.T943i + (1.0/3.0) * 10.052 * tfactors.T923i
+        dln_set_rate_dT9 =  2.668737450485358 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.7231 * tfactors.T943i + (1.0/3.0) * 10.052 * tfactors.T923i
                                   + -3.86332 + (5.0/3.0) * 0.391105 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -6998,11 +6998,11 @@ void rate_He4_Co56_to_n_Cu59_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  8.891854052419635 + -61.835022947265 * tfactors.T9i + -1.00882 * tfactors.T913
+    ln_set_rate =  8.891854052419635 + -61.83502294622324 * tfactors.T9i + -1.00882 * tfactors.T913
                          + 1.88993 * tfactors.T9 + -0.202319 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  61.835022947265 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.00882 * tfactors.T923i
+        dln_set_rate_dT9 =  61.83502294622324 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.00882 * tfactors.T923i
                                   + 1.88993 + (5.0/3.0) * -0.202319 * tfactors.T923;
     }
 
@@ -7060,11 +7060,11 @@ void rate_p_Co57_to_n_Ni57_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  19.300752819440056 + -46.935401904849755 * tfactors.T9i + -1.13177 * tfactors.T913
+    ln_set_rate =  19.300752819440056 + -46.93540190405902 * tfactors.T9i + -1.13177 * tfactors.T913
                          + 0.56875 * tfactors.T9 + -0.0579913 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  46.935401904849755 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.13177 * tfactors.T923i
+        dln_set_rate_dT9 =  46.93540190405902 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * -1.13177 * tfactors.T923i
                                   + 0.56875 + (5.0/3.0) * -0.0579913 * tfactors.T923;
     }
 
@@ -7122,11 +7122,11 @@ void rate_He4_Ni57_to_n_Zn60_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  9.728451219341542 + -87.50502934883477 * tfactors.T9i + 5.43552 * tfactors.T913
+    ln_set_rate =  9.728451219341542 + -87.50502934736053 * tfactors.T9i + 5.43552 * tfactors.T913
                          + -1.25169 * tfactors.T9 + 0.148383 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  87.50502934883477 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.43552 * tfactors.T923i
+        dln_set_rate_dT9 =  87.50502934736053 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.43552 * tfactors.T923i
                                   + -1.25169 + (5.0/3.0) * 0.148383 * tfactors.T923;
     }
 
@@ -7184,11 +7184,11 @@ void rate_p_Ni58_to_He4_Co55_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  63.614171164828804 + -15.504564572101842 * tfactors.T9i + -94.1404 * tfactors.T913i + 3.39179 * tfactors.T913
+    ln_set_rate =  63.614171164828804 + -15.50456457184063 * tfactors.T9i + -94.1404 * tfactors.T913i + 3.39179 * tfactors.T913
                          + -1.71062 * tfactors.T9 + 0.133003 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  15.504564572101842 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -94.1404 * tfactors.T943i + (1.0/3.0) * 3.39179 * tfactors.T923i
+        dln_set_rate_dT9 =  15.50456457184063 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -94.1404 * tfactors.T943i + (1.0/3.0) * 3.39179 * tfactors.T923i
                                   + -1.71062 + (5.0/3.0) * 0.133003 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -7246,11 +7246,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  2.425628238034531 + -27.66622776398283 * tfactors.T9i + 5.33756 * tfactors.T913
+    ln_set_rate =  2.425628238034531 + -27.66622776361797 * tfactors.T9i + 5.33756 * tfactors.T913
                          + 1.64418 * tfactors.T9 + -0.246167 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  27.66622776398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
+        dln_set_rate_dT9 =  27.66622776361797 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 5.33756 * tfactors.T923i
                                   + 1.64418 + (5.0/3.0) * -0.246167 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -7263,11 +7263,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  -0.877601761965469 + -25.59141776398283 * tfactors.T9i
+    ln_set_rate =  -0.877601761965469 + -25.591417763617972 * tfactors.T9i
                          + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  25.59141776398283 * tfactors.T9i * tfactors.T9i
+        dln_set_rate_dT9 =  25.591417763617972 * tfactors.T9i * tfactors.T9i
                                   + -1.5 * tfactors.T9i;
     }
 
@@ -7280,11 +7280,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  -57.39498176196547 + -22.18939876398283 * tfactors.T9i + 25.5338 * tfactors.T913
+    ln_set_rate =  -57.39498176196547 + -22.189398763617973 * tfactors.T9i + 25.5338 * tfactors.T913
                          + 6.45824 * tfactors.T9 + -0.950294 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  22.18939876398283 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
+        dln_set_rate_dT9 =  22.189398763617973 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 25.5338 * tfactors.T923i
                                   + 6.45824 + (5.0/3.0) * -0.950294 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
@@ -7297,11 +7297,11 @@ void rate_He4_S32_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& r
     }
 
     // il10c
-    ln_set_rate =  32.25441823803453 + -21.65646776398283 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
+    ln_set_rate =  32.25441823803453 + -21.65646776361797 * tfactors.T9i + -30.9147 * tfactors.T913i + -1.2345 * tfactors.T913
                          + 22.5118 * tfactors.T9 + -33.0589 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  21.65646776398283 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
+        dln_set_rate_dT9 =  21.65646776361797 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.9147 * tfactors.T943i + (1.0/3.0) * -1.2345 * tfactors.T923i
                                   + 22.5118 + (5.0/3.0) * -33.0589 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -7359,11 +7359,11 @@ void rate_Ar36_to_He4_S32_derived_removed(const tf_t& tfactors, amrex::Real& rat
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  73.81637663285039 + -77.06281976216322 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
+    ln_set_rate =  73.81637663101225 + -77.06281976086491 * tfactors.T9i + -65.3709 * tfactors.T913i + 5.68294 * tfactors.T913
                          + -5.00388 * tfactors.T9 + 0.571407 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  77.06281976216322 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
+        dln_set_rate_dT9 =  77.06281976086491 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -65.3709 * tfactors.T943i + (1.0/3.0) * 5.68294 * tfactors.T923i
                                   + -5.00388 + (5.0/3.0) * 0.571407 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -7416,10 +7416,10 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // il10c
-    ln_set_rate =  16.01685487088493 + -100.72924752614605 * tfactors.T9i;
+    ln_set_rate =  16.01685486904677 + -100.7292475244829 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.72924752614605 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  100.7292475244829 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -7431,10 +7431,10 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  -17.47510512911507 + -99.28393852614604 * tfactors.T9i;
+    ln_set_rate =  -17.47510513095323 + -99.28393852448289 * tfactors.T9i;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.28393852614604 * tfactors.T9i * tfactors.T9i;
+        dln_set_rate_dT9 =  99.28393852448289 * tfactors.T9i * tfactors.T9i;
     }
 
     // avoid underflows by zeroing rates in [0.0, 1.e-100]
@@ -7446,11 +7446,11 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  60.73659487088493 + -98.71928752614605 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
+    ln_set_rate =  60.73659486904677 + -98.7192875244829 * tfactors.T9i + -27.8971 * tfactors.T913i + -16.2304 * tfactors.T913
                          + 35.255 * tfactors.T9 + -25.8411 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.71928752614605 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
+        dln_set_rate_dT9 =  98.7192875244829 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -27.8971 * tfactors.T943i + (1.0/3.0) * -16.2304 * tfactors.T923i
                                   + 35.255 + (5.0/3.0) * -25.8411 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -7463,11 +7463,11 @@ void rate_Ar36_to_p_Cl35_derived_removed(const tf_t& tfactors, amrex::Real& rate
     }
 
     // il10c
-    ln_set_rate =  17.202804870884933 + -102.37020752614605 * tfactors.T9i + 18.0179 * tfactors.T913
+    ln_set_rate =  17.202804869046773 + -102.3702075244829 * tfactors.T9i + 18.0179 * tfactors.T913
                          + -2.86304 * tfactors.T9 + 0.250854 * tfactors.T953;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  102.37020752614605 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
+        dln_set_rate_dT9 =  102.3702075244829 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 18.0179 * tfactors.T923i
                                   + -2.86304 + (5.0/3.0) * 0.250854 * tfactors.T923;
     }
 
@@ -7520,11 +7520,11 @@ void rate_He4_Ar36_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  20.636664061510302 + -14.953349961318928 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
+    ln_set_rate =  20.636664061510302 + -14.953349961067001 * tfactors.T9i + -30.0732 * tfactors.T913i + 7.03263 * tfactors.T913
                          + -1.10085 * tfactors.T9 + 0.133768 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  14.953349961318928 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
+        dln_set_rate_dT9 =  14.953349961067001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -30.0732 * tfactors.T943i + (1.0/3.0) * 7.03263 * tfactors.T923i
                                   + -1.10085 + (5.0/3.0) * 0.133768 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -7582,11 +7582,11 @@ void rate_Ca40_to_He4_Ar36_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  77.28261041284823 + -81.69174599574632 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
+    ln_set_rate =  77.28261041101007 + -81.69174599437001 * tfactors.T9i + -71.0046 * tfactors.T913i + 4.0656 * tfactors.T913
                          + -5.26509 * tfactors.T9 + 0.683546 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  81.69174599574632 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
+        dln_set_rate_dT9 =  81.69174599437001 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -71.0046 * tfactors.T943i + (1.0/3.0) * 4.0656 * tfactors.T923i
                                   + -5.26509 + (5.0/3.0) * 0.683546 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -7639,11 +7639,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     amrex::Real set_rate{0.0};
 
     // lo18r
-    ln_set_rate =  2786.4340744743586 + -101.86662364079672 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
+    ln_set_rate =  2786.4340744725205 + -101.86662363916852 * tfactors.T9i + 802.18 * tfactors.T913i + -4010.27 * tfactors.T913
                          + 1137.69 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  101.86662364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
+        dln_set_rate_dT9 =  101.86662363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 802.18 * tfactors.T943i + (1.0/3.0) * -4010.27 * tfactors.T923i
                                   + 1137.69 * tfactors.T9i;
     }
 
@@ -7656,11 +7656,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // lo18r
-    ln_set_rate =  613.1530744743586 + -109.20898364079672 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
+    ln_set_rate =  613.1530744725204 + -109.20898363916852 * tfactors.T9i + 641.844 * tfactors.T913i + -1248.49 * tfactors.T913
                          + 566.426 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  109.20898364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
+        dln_set_rate_dT9 =  109.20898363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 641.844 * tfactors.T943i + (1.0/3.0) * -1248.49 * tfactors.T923i
                                   + 566.426 * tfactors.T9i;
     }
 
@@ -7673,11 +7673,11 @@ void rate_Ca40_to_p_K39_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // lo18r
-    ln_set_rate =  127.30607447435852 + -98.30936364079672 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
+    ln_set_rate =  127.30607447252038 + -98.30936363916852 * tfactors.T9i + 41.1723 * tfactors.T913i + -149.299 * tfactors.T913
                          + 10.5229 * tfactors.T9 + -0.68208 * tfactors.T953 + 60.7367 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  98.30936364079672 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
+        dln_set_rate_dT9 =  98.30936363916852 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 41.1723 * tfactors.T943i + (1.0/3.0) * -149.299 * tfactors.T923i
                                   + 10.5229 + (5.0/3.0) * -0.68208 * tfactors.T923 + 60.7367 * tfactors.T9i;
     }
 
@@ -7730,11 +7730,11 @@ void rate_He4_Ca40_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real&
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  35.65752817292938 + -40.87575463203665 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
+    ln_set_rate =  35.65752817292938 + -40.875754631348 * tfactors.T9i + -32.1734 * tfactors.T913i + 0.0296879 * tfactors.T913
                          + -0.95232 * tfactors.T9 + 0.129022 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  40.87575463203665 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
+        dln_set_rate_dT9 =  40.875754631348 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * 0.0296879 * tfactors.T923i
                                   + -0.95232 + (5.0/3.0) * 0.129022 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -7792,11 +7792,11 @@ void rate_Ti44_to_He4_Ca40_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // chw0 
-    ln_set_rate =  78.69908591662849 + -59.4975248620018 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
+    ln_set_rate =  78.69908591479032 + -59.49752486099942 * tfactors.T9i + -76.4273 * tfactors.T913i + 3.87451 * tfactors.T913
                          + -3.61477 * tfactors.T9 + 0.367451 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  59.4975248620018 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
+        dln_set_rate_dT9 =  59.49752486099942 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -76.4273 * tfactors.T943i + (1.0/3.0) * 3.87451 * tfactors.T923i
                                   + -3.61477 + (5.0/3.0) * 0.367451 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -7849,11 +7849,11 @@ void rate_Ti44_to_p_Sc43_derived_removed(const tf_t& tfactors, amrex::Real& rate
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  62.59391408955788 + -100.37327949403844 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
+    ln_set_rate =  62.59391408771972 + -100.37327949234741 * tfactors.T9i + -32.1734 * tfactors.T913i + -1.77078 * tfactors.T913
                          + -2.21706 * tfactors.T9 + 0.298499 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.37327949403844 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
+        dln_set_rate_dT9 =  100.37327949234741 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -32.1734 * tfactors.T943i + (1.0/3.0) * -1.77078 * tfactors.T923i
                                   + -2.21706 + (5.0/3.0) * 0.298499 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -7906,11 +7906,11 @@ void rate_Cr48_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& ra
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  89.75733412085052 + -89.3041938384302 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
+    ln_set_rate =  89.75733411901237 + -89.30419383692565 * tfactors.T9i + -81.667 * tfactors.T913i + -10.6333 * tfactors.T913
                          + -0.672613 * tfactors.T9 + 0.161209 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  89.3041938384302 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
+        dln_set_rate_dT9 =  89.30419383692565 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -81.667 * tfactors.T943i + (1.0/3.0) * -10.6333 * tfactors.T923i
                                   + -0.672613 + (5.0/3.0) * 0.161209 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -7963,11 +7963,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     amrex::Real set_rate{0.0};
 
     // nfisn
-    ln_set_rate =  67.74027107253823 + -100.12633621113824 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
+    ln_set_rate =  67.74027107070006 + -100.12633620955347 * tfactors.T9i + -34.0548 * tfactors.T913i + -3.41973 * tfactors.T913
                          + 1.16501 * tfactors.T9 + -0.105543 * tfactors.T953 + -6.20886 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  100.12633621113824 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
+        dln_set_rate_dT9 =  100.12633620955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -34.0548 * tfactors.T943i + (1.0/3.0) * -3.41973 * tfactors.T923i
                                   + 1.16501 + (5.0/3.0) * -0.105543 * tfactors.T923 + -6.20886 * tfactors.T9i;
     }
 
@@ -7980,11 +7980,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  536.5234710725382 + -99.36194621113825 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
+    ln_set_rate =  536.5234710707001 + -99.36194620955347 * tfactors.T9i + 317.171 * tfactors.T913i + -911.679 * tfactors.T913
                          + 94.4245 * tfactors.T9 + -10.1973 * tfactors.T953 + 332.227 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  99.36194621113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
+        dln_set_rate_dT9 =  99.36194620955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * 317.171 * tfactors.T943i + (1.0/3.0) * -911.679 * tfactors.T923i
                                   + 94.4245 + (5.0/3.0) * -10.1973 * tfactors.T923 + 332.227 * tfactors.T9i;
     }
 
@@ -7997,11 +7997,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  48.891971072538226 + -93.82037121113825 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
+    ln_set_rate =  48.891971070700066 + -93.82037120955347 * tfactors.T9i + -45.9868 * tfactors.T913i + 13.6822 * tfactors.T913
                          + -0.376902 * tfactors.T9 + -0.0194875 * tfactors.T953 + -6.9232499999999995 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  93.82037121113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
+        dln_set_rate_dT9 =  93.82037120955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -45.9868 * tfactors.T943i + (1.0/3.0) * 13.6822 * tfactors.T923i
                                   + -0.376902 + (5.0/3.0) * -0.0194875 * tfactors.T923 + -6.9232499999999995 * tfactors.T9i;
     }
 
@@ -8014,11 +8014,11 @@ void rate_Cr48_to_p_V47_derived_removed(const tf_t& tfactors, amrex::Real& rate,
     }
 
     // nfisn
-    ln_set_rate =  65.62307107253824 + -94.58145021113825 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
+    ln_set_rate =  65.62307107070006 + -94.58145020955347 * tfactors.T9i + -110.655 * tfactors.T913i + 83.0232 * tfactors.T913
                          + -19.7762 * tfactors.T9 + 3.03961 * tfactors.T953 + -47.9742 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  94.58145021113825 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
+        dln_set_rate_dT9 =  94.58145020955347 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -110.655 * tfactors.T943i + (1.0/3.0) * 83.0232 * tfactors.T923i
                                   + -19.7762 + (5.0/3.0) * 3.03961 * tfactors.T923 + -47.9742 * tfactors.T9i;
     }
 
@@ -8071,11 +8071,11 @@ void rate_p_V47_to_He4_Ti44_derived_removed(const tf_t& tfactors, amrex::Real& r
     amrex::Real set_rate{0.0};
 
     // chw0r
-    ln_set_rate =  -76.61433695168769 + -6.029445311023438 * tfactors.T9i + 70.2835 * tfactors.T913
+    ln_set_rate =  -76.61433695168769 + -6.029445311103694 * tfactors.T9i + 70.2835 * tfactors.T913
                          + -7.99061 * tfactors.T9 + 0.486213 * tfactors.T953 + -1.5 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  6.029445311023438 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
+        dln_set_rate_dT9 =  6.029445311103694 * tfactors.T9i * tfactors.T9i + (1.0/3.0) * 70.2835 * tfactors.T923i
                                   + -7.99061 + (5.0/3.0) * 0.486213 * tfactors.T923 + -1.5 * tfactors.T9i;
     }
 
diff --git a/networks/ignition_reaclib/C-burn-simple/Make.package b/networks/ignition_reaclib/C-burn-simple/Make.package
index 39c65eca7..3c406e47f 100644
--- a/networks/ignition_reaclib/C-burn-simple/Make.package
+++ b/networks/ignition_reaclib/C-burn-simple/Make.package
@@ -5,6 +5,7 @@ ifeq ($(USE_REACT),TRUE)
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += partition_functions.H
+  CEXE_sources += partition_functions_data.cpp
   CEXE_headers += actual_rhs.H
   CEXE_headers += reaclib_rates.H
   CEXE_headers += table_rates.H
diff --git a/networks/ignition_reaclib/C-burn-simple/actual_network.H b/networks/ignition_reaclib/C-burn-simple/actual_network.H
index daed37391..1a4ce1fc9 100644
--- a/networks/ignition_reaclib/C-burn-simple/actual_network.H
+++ b/networks/ignition_reaclib/C-burn-simple/actual_network.H
@@ -33,22 +33,22 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == C12) {
-            return 92.16172800000001_rt;
+            return 92.16173498399803_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == Ne20) {
-            return 160.6448_rt;
+            return 160.64482384000075_rt;
         }
         else if constexpr (spec == Na23) {
-            return 186.56433900000002_rt;
+            return 186.56435240400242_rt;
         }
         else if constexpr (spec == Mg23) {
-            return 181.725645_rt;
+            return 181.7258218679999_rt;
         }
 
 
diff --git a/networks/ignition_reaclib/C-burn-simple/actual_rhs.H b/networks/ignition_reaclib/C-burn-simple/actual_rhs.H
index ab30a6d69..0e097c80d 100644
--- a/networks/ignition_reaclib/C-burn-simple/actual_rhs.H
+++ b/networks/ignition_reaclib/C-burn-simple/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -134,7 +136,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
     // Fill approximate rates
 
-    fill_approx_rates<do_T_derivatives, T>(tfactors, rate_eval);
+    fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
     // Calculate tabular rates
 
@@ -270,9 +272,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -368,7 +373,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -376,7 +383,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/ignition_reaclib/C-burn-simple/partition_functions.H b/networks/ignition_reaclib/C-burn-simple/partition_functions.H
index 9076194f8..9f77d87b0 100644
--- a/networks/ignition_reaclib/C-burn-simple/partition_functions.H
+++ b/networks/ignition_reaclib/C-burn-simple/partition_functions.H
@@ -17,21 +17,21 @@ namespace part_fun {
 
     // interpolation routine
 
-    template <int npts>
+    template <typename T>
     AMREX_GPU_HOST_DEVICE AMREX_INLINE
-    void interpolate_pf(const amrex::Real t9, const amrex::Real (&temp_array)[npts], const amrex::Real (&pf_array)[npts],
+    void interpolate_pf(const amrex::Real t9, const T& temp_array, const T& pf_array,
                         amrex::Real& pf, amrex::Real& dpf_dT) {
 
-        if (t9 >= temp_array[0] && t9 < temp_array[npts-1]) {
+        if (t9 >= temp_array.lo() && t9 < temp_array.hi()) {
 
             // find the largest temperature element <= t9 using a binary search
 
-            int left = 0;
-            int right = npts;
+            int left = temp_array.lo();
+            int right = temp_array.hi();
 
             while (left < right) {
                 int mid = (left + right) / 2;
-                if (temp_array[mid] > t9) {
+                if (temp_array(mid) > t9) {
                     right = mid;
                 } else {
                     left = mid + 1;
@@ -44,11 +44,12 @@ namespace part_fun {
 
             // construct the slope -- this is (log10(pf_{i+1}) - log10(pf_i)) / (T_{i+1} - T_i)
 
-            amrex::Real slope = (pf_array[idx+1] - pf_array[idx]) / (temp_array[idx+1] - temp_array[idx]);
+            amrex::Real slope = (pf_array(idx+1) - pf_array(idx)) /
+                                (temp_array(idx+1) - temp_array(idx));
 
             // find the PF
 
-            amrex::Real log10_pf = pf_array[idx] + slope * (t9 - temp_array[idx]);
+            amrex::Real log10_pf = pf_array(idx) + slope * (t9 - temp_array(idx));
             pf = std::pow(10.0_rt, log10_pf);
 
             // find the derivative (with respect to T, not T9)
diff --git a/networks/ignition_reaclib/C-burn-simple/partition_functions_data.cpp b/networks/ignition_reaclib/C-burn-simple/partition_functions_data.cpp
new file mode 100644
index 000000000..e4dc2a8c0
--- /dev/null
+++ b/networks/ignition_reaclib/C-burn-simple/partition_functions_data.cpp
@@ -0,0 +1,14 @@
+#include <AMReX_Array.H>
+#include <string>
+#include <table_rates.H>
+#include <AMReX_Print.H>
+
+#include <partition_functions.H>
+
+using namespace amrex;
+
+namespace part_fun {
+
+
+}
+
diff --git a/networks/ignition_reaclib/C-burn-simple/reaclib_rates.H b/networks/ignition_reaclib/C-burn-simple/reaclib_rates.H
index 083c9e08a..ce5dcffe3 100644
--- a/networks/ignition_reaclib/C-burn-simple/reaclib_rates.H
+++ b/networks/ignition_reaclib/C-burn-simple/reaclib_rates.H
@@ -246,7 +246,10 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors, [[maybe_unused]] T& rate_eval)
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
 {
 
     [[maybe_unused]] amrex::Real rate{};
diff --git a/networks/ignition_reaclib/URCA-medium/Make.package b/networks/ignition_reaclib/URCA-medium/Make.package
index 39c65eca7..3c406e47f 100644
--- a/networks/ignition_reaclib/URCA-medium/Make.package
+++ b/networks/ignition_reaclib/URCA-medium/Make.package
@@ -5,6 +5,7 @@ ifeq ($(USE_REACT),TRUE)
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += partition_functions.H
+  CEXE_sources += partition_functions_data.cpp
   CEXE_headers += actual_rhs.H
   CEXE_headers += reaclib_rates.H
   CEXE_headers += table_rates.H
diff --git a/networks/ignition_reaclib/URCA-medium/actual_network.H b/networks/ignition_reaclib/URCA-medium/actual_network.H
index e69c42e25..7f023b98c 100644
--- a/networks/ignition_reaclib/URCA-medium/actual_network.H
+++ b/networks/ignition_reaclib/URCA-medium/actual_network.H
@@ -33,31 +33,31 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == C12) {
-            return 92.16172800000001_rt;
+            return 92.16173498399803_rt;
         }
         else if constexpr (spec == N13) {
-            return 94.105219_rt;
+            return 94.10522604799917_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == Ne20) {
-            return 160.6448_rt;
+            return 160.64482384000075_rt;
         }
         else if constexpr (spec == Ne23) {
-            return 182.970888_rt;
+            return 182.97089593999772_rt;
         }
         else if constexpr (spec == Na23) {
-            return 186.56433900000002_rt;
+            return 186.56435240400242_rt;
         }
         else if constexpr (spec == Mg23) {
-            return 181.725645_rt;
+            return 181.7258218679999_rt;
         }
         else if constexpr (spec == Mg24) {
-            return 198.25701600000002_rt;
+            return 198.2570479679962_rt;
         }
 
 
diff --git a/networks/ignition_reaclib/URCA-medium/actual_network_data.cpp b/networks/ignition_reaclib/URCA-medium/actual_network_data.cpp
index 9afcd755c..180e75da1 100644
--- a/networks/ignition_reaclib/URCA-medium/actual_network_data.cpp
+++ b/networks/ignition_reaclib/URCA-medium/actual_network_data.cpp
@@ -25,7 +25,7 @@ namespace NSE_INDEX
         -1, -1, 8, -1, -1, 7, -1,
         -1, -1, 7, -1, -1, 8, 18,
         -1, -1, 9, -1, -1, 8, -1,
-        -1, -1, 0, -1, -1, 1, -1,
+        -1, -1, 0, -1, -1, 1, 22,
         -1, -1, 1, -1, -1, 0, -1
     };
 }
diff --git a/networks/ignition_reaclib/URCA-medium/actual_rhs.H b/networks/ignition_reaclib/URCA-medium/actual_rhs.H
index 800806443..8fbed9777 100644
--- a/networks/ignition_reaclib/URCA-medium/actual_rhs.H
+++ b/networks/ignition_reaclib/URCA-medium/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -294,7 +296,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
     // Fill approximate rates
 
-    fill_approx_rates<do_T_derivatives, T>(tfactors, rate_eval);
+    fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
     // Calculate tabular rates
 
@@ -401,12 +403,10 @@ void get_ydot_weak(const burn_t& state,
     auto screened_rates = rate_eval.screened_rates;
 
     ydot_nuc(N) =
-        -screened_rates(k_n_to_p)*Y(N) +
-        screened_rates(k_p_to_n)*Y(H1);
+        (-screened_rates(k_n_to_p)*Y(N) + screened_rates(k_p_to_n)*Y(H1));
 
     ydot_nuc(H1) =
-        screened_rates(k_n_to_p)*Y(N) +
-        -screened_rates(k_p_to_n)*Y(H1);
+        (screened_rates(k_n_to_p)*Y(N) + -screened_rates(k_p_to_n)*Y(H1));
 
     ydot_nuc(He4) = 0.0_rt;
 
@@ -448,8 +448,7 @@ void rhs_nuc(const burn_t& state,
         -screened_rates(k_n_Mg23_to_p_Na23)*Y(Mg23)*Y(N)*state.rho +
         -screened_rates(k_n_Mg23_to_He4_Ne20)*Y(Mg23)*Y(N)*state.rho +
         (-screened_rates(k_n_Mg23_to_C12_C12)*Y(Mg23)*Y(N)*state.rho + 0.5*screened_rates(k_C12_C12_to_n_Mg23)*amrex::Math::powi<2>(Y(C12))*state.rho) +
-        -screened_rates(k_n_to_p)*Y(N) +
-        screened_rates(k_p_to_n)*Y(H1);
+        (-screened_rates(k_n_to_p)*Y(N) + screened_rates(k_p_to_n)*Y(H1));
 
     ydot_nuc(H1) =
         -screened_rates(k_p_C12_to_N13)*Y(C12)*Y(H1)*state.rho +
@@ -458,8 +457,7 @@ void rhs_nuc(const burn_t& state,
         screened_rates(k_He4_N13_to_p_O16)*Y(He4)*Y(N13)*state.rho +
         (-screened_rates(k_p_Na23_to_He4_Ne20)*Y(Na23)*Y(H1)*state.rho + screened_rates(k_He4_Ne20_to_p_Na23)*Y(He4)*Y(Ne20)*state.rho) +
         screened_rates(k_n_Mg23_to_p_Na23)*Y(Mg23)*Y(N)*state.rho +
-        screened_rates(k_n_to_p)*Y(N) +
-        -screened_rates(k_p_to_n)*Y(H1);
+        (screened_rates(k_n_to_p)*Y(N) + -screened_rates(k_p_to_n)*Y(H1));
 
     ydot_nuc(He4) =
         -screened_rates(k_He4_C12_to_O16)*Y(C12)*Y(He4)*state.rho +
@@ -559,9 +557,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -810,7 +811,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -818,7 +821,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/ignition_reaclib/URCA-medium/partition_functions.H b/networks/ignition_reaclib/URCA-medium/partition_functions.H
index da024d820..6141d542f 100644
--- a/networks/ignition_reaclib/URCA-medium/partition_functions.H
+++ b/networks/ignition_reaclib/URCA-medium/partition_functions.H
@@ -17,21 +17,21 @@ namespace part_fun {
 
     // interpolation routine
 
-    template <int npts>
+    template <typename T>
     AMREX_GPU_HOST_DEVICE AMREX_INLINE
-    void interpolate_pf(const amrex::Real t9, const amrex::Real (&temp_array)[npts], const amrex::Real (&pf_array)[npts],
+    void interpolate_pf(const amrex::Real t9, const T& temp_array, const T& pf_array,
                         amrex::Real& pf, amrex::Real& dpf_dT) {
 
-        if (t9 >= temp_array[0] && t9 < temp_array[npts-1]) {
+        if (t9 >= temp_array.lo() && t9 < temp_array.hi()) {
 
             // find the largest temperature element <= t9 using a binary search
 
-            int left = 0;
-            int right = npts;
+            int left = temp_array.lo();
+            int right = temp_array.hi();
 
             while (left < right) {
                 int mid = (left + right) / 2;
-                if (temp_array[mid] > t9) {
+                if (temp_array(mid) > t9) {
                     right = mid;
                 } else {
                     left = mid + 1;
@@ -44,11 +44,12 @@ namespace part_fun {
 
             // construct the slope -- this is (log10(pf_{i+1}) - log10(pf_i)) / (T_{i+1} - T_i)
 
-            amrex::Real slope = (pf_array[idx+1] - pf_array[idx]) / (temp_array[idx+1] - temp_array[idx]);
+            amrex::Real slope = (pf_array(idx+1) - pf_array(idx)) /
+                                (temp_array(idx+1) - temp_array(idx));
 
             // find the PF
 
-            amrex::Real log10_pf = pf_array[idx] + slope * (t9 - temp_array[idx]);
+            amrex::Real log10_pf = pf_array(idx) + slope * (t9 - temp_array(idx));
             pf = std::pow(10.0_rt, log10_pf);
 
             // find the derivative (with respect to T, not T9)
diff --git a/networks/ignition_reaclib/URCA-medium/partition_functions_data.cpp b/networks/ignition_reaclib/URCA-medium/partition_functions_data.cpp
new file mode 100644
index 000000000..e4dc2a8c0
--- /dev/null
+++ b/networks/ignition_reaclib/URCA-medium/partition_functions_data.cpp
@@ -0,0 +1,14 @@
+#include <AMReX_Array.H>
+#include <string>
+#include <table_rates.H>
+#include <AMReX_Print.H>
+
+#include <partition_functions.H>
+
+using namespace amrex;
+
+namespace part_fun {
+
+
+}
+
diff --git a/networks/ignition_reaclib/URCA-medium/reaclib_rates.H b/networks/ignition_reaclib/URCA-medium/reaclib_rates.H
index 072244ee6..74d0e5f6f 100644
--- a/networks/ignition_reaclib/URCA-medium/reaclib_rates.H
+++ b/networks/ignition_reaclib/URCA-medium/reaclib_rates.H
@@ -941,7 +941,10 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors, [[maybe_unused]] T& rate_eval)
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
 {
 
     [[maybe_unused]] amrex::Real rate{};
diff --git a/networks/ignition_reaclib/URCA-medium/urca_medium.png b/networks/ignition_reaclib/URCA-medium/urca_medium.png
index 6045d3537..0d797fcd4 100644
Binary files a/networks/ignition_reaclib/URCA-medium/urca_medium.png and b/networks/ignition_reaclib/URCA-medium/urca_medium.png differ
diff --git a/networks/ignition_reaclib/URCA-simple/Make.package b/networks/ignition_reaclib/URCA-simple/Make.package
index 39c65eca7..3c406e47f 100644
--- a/networks/ignition_reaclib/URCA-simple/Make.package
+++ b/networks/ignition_reaclib/URCA-simple/Make.package
@@ -5,6 +5,7 @@ ifeq ($(USE_REACT),TRUE)
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += partition_functions.H
+  CEXE_sources += partition_functions_data.cpp
   CEXE_headers += actual_rhs.H
   CEXE_headers += reaclib_rates.H
   CEXE_headers += table_rates.H
diff --git a/networks/ignition_reaclib/URCA-simple/actual_network.H b/networks/ignition_reaclib/URCA-simple/actual_network.H
index b39ce2f9b..88f984ac5 100644
--- a/networks/ignition_reaclib/URCA-simple/actual_network.H
+++ b/networks/ignition_reaclib/URCA-simple/actual_network.H
@@ -33,25 +33,25 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == C12) {
-            return 92.16172800000001_rt;
+            return 92.16173498399803_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == Ne20) {
-            return 160.6448_rt;
+            return 160.64482384000075_rt;
         }
         else if constexpr (spec == Ne23) {
-            return 182.970888_rt;
+            return 182.97089593999772_rt;
         }
         else if constexpr (spec == Na23) {
-            return 186.56433900000002_rt;
+            return 186.56435240400242_rt;
         }
         else if constexpr (spec == Mg23) {
-            return 181.725645_rt;
+            return 181.7258218679999_rt;
         }
 
 
diff --git a/networks/ignition_reaclib/URCA-simple/actual_network_data.cpp b/networks/ignition_reaclib/URCA-simple/actual_network_data.cpp
index 3d8b7e1bf..9cfdbbbe2 100644
--- a/networks/ignition_reaclib/URCA-simple/actual_network_data.cpp
+++ b/networks/ignition_reaclib/URCA-simple/actual_network_data.cpp
@@ -11,7 +11,7 @@ namespace NSE_INDEX
         -1, 2, 3, -1, -1, 4, -1,
         -1, -1, 7, -1, -1, 6, -1,
         -1, -1, 6, -1, -1, 7, 5,
-        -1, -1, 0, -1, -1, 1, -1,
+        -1, -1, 0, -1, -1, 1, 8,
         -1, -1, 1, -1, -1, 0, -1
     };
 }
diff --git a/networks/ignition_reaclib/URCA-simple/actual_rhs.H b/networks/ignition_reaclib/URCA-simple/actual_rhs.H
index 954a9facf..e243cbf79 100644
--- a/networks/ignition_reaclib/URCA-simple/actual_rhs.H
+++ b/networks/ignition_reaclib/URCA-simple/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -134,7 +136,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
     // Fill approximate rates
 
-    fill_approx_rates<do_T_derivatives, T>(tfactors, rate_eval);
+    fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
     // Calculate tabular rates
 
@@ -228,12 +230,10 @@ void get_ydot_weak(const burn_t& state,
     auto screened_rates = rate_eval.screened_rates;
 
     ydot_nuc(N) =
-        -screened_rates(k_n_to_p)*Y(N) +
-        screened_rates(k_p_to_n)*Y(H1);
+        (-screened_rates(k_n_to_p)*Y(N) + screened_rates(k_p_to_n)*Y(H1));
 
     ydot_nuc(H1) =
-        screened_rates(k_n_to_p)*Y(N) +
-        -screened_rates(k_p_to_n)*Y(H1);
+        (screened_rates(k_n_to_p)*Y(N) + -screened_rates(k_p_to_n)*Y(H1));
 
     ydot_nuc(He4) = 0.0_rt;
 
@@ -265,14 +265,12 @@ void rhs_nuc(const burn_t& state,
     using namespace Rates;
 
     ydot_nuc(N) =
-        -screened_rates(k_n_to_p)*Y(N) +
-        screened_rates(k_p_to_n)*Y(H1) +
+        (-screened_rates(k_n_to_p)*Y(N) + screened_rates(k_p_to_n)*Y(H1)) +
         0.5*screened_rates(k_C12_C12_to_n_Mg23)*amrex::Math::powi<2>(Y(C12))*state.rho;
 
     ydot_nuc(H1) =
         0.5*screened_rates(k_C12_C12_to_p_Na23)*amrex::Math::powi<2>(Y(C12))*state.rho +
-        screened_rates(k_n_to_p)*Y(N) +
-        -screened_rates(k_p_to_n)*Y(H1);
+        (screened_rates(k_n_to_p)*Y(N) + -screened_rates(k_p_to_n)*Y(H1));
 
     ydot_nuc(He4) =
         0.5*screened_rates(k_C12_C12_to_He4_Ne20)*amrex::Math::powi<2>(Y(C12))*state.rho +
@@ -337,9 +335,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -453,7 +454,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -461,7 +464,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/ignition_reaclib/URCA-simple/partition_functions.H b/networks/ignition_reaclib/URCA-simple/partition_functions.H
index c797456d6..21a218aa5 100644
--- a/networks/ignition_reaclib/URCA-simple/partition_functions.H
+++ b/networks/ignition_reaclib/URCA-simple/partition_functions.H
@@ -17,21 +17,21 @@ namespace part_fun {
 
     // interpolation routine
 
-    template <int npts>
+    template <typename T>
     AMREX_GPU_HOST_DEVICE AMREX_INLINE
-    void interpolate_pf(const amrex::Real t9, const amrex::Real (&temp_array)[npts], const amrex::Real (&pf_array)[npts],
+    void interpolate_pf(const amrex::Real t9, const T& temp_array, const T& pf_array,
                         amrex::Real& pf, amrex::Real& dpf_dT) {
 
-        if (t9 >= temp_array[0] && t9 < temp_array[npts-1]) {
+        if (t9 >= temp_array.lo() && t9 < temp_array.hi()) {
 
             // find the largest temperature element <= t9 using a binary search
 
-            int left = 0;
-            int right = npts;
+            int left = temp_array.lo();
+            int right = temp_array.hi();
 
             while (left < right) {
                 int mid = (left + right) / 2;
-                if (temp_array[mid] > t9) {
+                if (temp_array(mid) > t9) {
                     right = mid;
                 } else {
                     left = mid + 1;
@@ -44,11 +44,12 @@ namespace part_fun {
 
             // construct the slope -- this is (log10(pf_{i+1}) - log10(pf_i)) / (T_{i+1} - T_i)
 
-            amrex::Real slope = (pf_array[idx+1] - pf_array[idx]) / (temp_array[idx+1] - temp_array[idx]);
+            amrex::Real slope = (pf_array(idx+1) - pf_array(idx)) /
+                                (temp_array(idx+1) - temp_array(idx));
 
             // find the PF
 
-            amrex::Real log10_pf = pf_array[idx] + slope * (t9 - temp_array[idx]);
+            amrex::Real log10_pf = pf_array(idx) + slope * (t9 - temp_array(idx));
             pf = std::pow(10.0_rt, log10_pf);
 
             // find the derivative (with respect to T, not T9)
diff --git a/networks/ignition_reaclib/URCA-simple/partition_functions_data.cpp b/networks/ignition_reaclib/URCA-simple/partition_functions_data.cpp
new file mode 100644
index 000000000..e4dc2a8c0
--- /dev/null
+++ b/networks/ignition_reaclib/URCA-simple/partition_functions_data.cpp
@@ -0,0 +1,14 @@
+#include <AMReX_Array.H>
+#include <string>
+#include <table_rates.H>
+#include <AMReX_Print.H>
+
+#include <partition_functions.H>
+
+using namespace amrex;
+
+namespace part_fun {
+
+
+}
+
diff --git a/networks/ignition_reaclib/URCA-simple/reaclib_rates.H b/networks/ignition_reaclib/URCA-simple/reaclib_rates.H
index c51afbb11..e32032036 100644
--- a/networks/ignition_reaclib/URCA-simple/reaclib_rates.H
+++ b/networks/ignition_reaclib/URCA-simple/reaclib_rates.H
@@ -209,7 +209,10 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors, [[maybe_unused]] T& rate_eval)
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
 {
 
     [[maybe_unused]] amrex::Real rate{};
diff --git a/networks/nova/Make.package b/networks/nova/Make.package
index 39c65eca7..3c406e47f 100644
--- a/networks/nova/Make.package
+++ b/networks/nova/Make.package
@@ -5,6 +5,7 @@ ifeq ($(USE_REACT),TRUE)
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += partition_functions.H
+  CEXE_sources += partition_functions_data.cpp
   CEXE_headers += actual_rhs.H
   CEXE_headers += reaclib_rates.H
   CEXE_headers += table_rates.H
diff --git a/networks/nova/actual_network.H b/networks/nova/actual_network.H
index 49024f72e..3e68036a5 100644
--- a/networks/nova/actual_network.H
+++ b/networks/nova/actual_network.H
@@ -30,40 +30,40 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == C12) {
-            return 92.16172800000001_rt;
+            return 92.16173498399803_rt;
         }
         else if constexpr (spec == C13) {
-            return 97.108037_rt;
+            return 97.10804378399916_rt;
         }
         else if constexpr (spec == N13) {
-            return 94.105219_rt;
+            return 94.10522604799917_rt;
         }
         else if constexpr (spec == N14) {
-            return 104.65859599999999_rt;
+            return 104.65860734799753_rt;
         }
         else if constexpr (spec == N15) {
-            return 115.4919_rt;
+            return 115.49190414799887_rt;
         }
         else if constexpr (spec == O14) {
-            return 98.731892_rt;
+            return 98.73189611199996_rt;
         }
         else if constexpr (spec == O15) {
-            return 111.95538_rt;
+            return 111.95539521199862_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == O17) {
-            return 131.76237600000002_rt;
+            return 131.76239561199873_rt;
         }
         else if constexpr (spec == F17) {
-            return 128.21957600000002_rt;
+            return 128.21958437599824_rt;
         }
         else if constexpr (spec == F18) {
-            return 137.369484_rt;
+            return 137.36950247599816_rt;
         }
 
 
diff --git a/networks/nova/actual_rhs.H b/networks/nova/actual_rhs.H
index 77d002102..2c734b586 100644
--- a/networks/nova/actual_rhs.H
+++ b/networks/nova/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -356,7 +358,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
     // Fill approximate rates
 
-    fill_approx_rates<do_T_derivatives, T>(tfactors, rate_eval);
+    fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
     // Calculate tabular rates
 
@@ -555,9 +557,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -815,7 +820,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -823,7 +830,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/nova/nova.png b/networks/nova/nova.png
index a9fbc5984..5f8d730e6 100644
Binary files a/networks/nova/nova.png and b/networks/nova/nova.png differ
diff --git a/networks/nova/partition_functions.H b/networks/nova/partition_functions.H
index a5162644b..fd16c1701 100644
--- a/networks/nova/partition_functions.H
+++ b/networks/nova/partition_functions.H
@@ -17,21 +17,21 @@ namespace part_fun {
 
     // interpolation routine
 
-    template <int npts>
+    template <typename T>
     AMREX_GPU_HOST_DEVICE AMREX_INLINE
-    void interpolate_pf(const amrex::Real t9, const amrex::Real (&temp_array)[npts], const amrex::Real (&pf_array)[npts],
+    void interpolate_pf(const amrex::Real t9, const T& temp_array, const T& pf_array,
                         amrex::Real& pf, amrex::Real& dpf_dT) {
 
-        if (t9 >= temp_array[0] && t9 < temp_array[npts-1]) {
+        if (t9 >= temp_array.lo() && t9 < temp_array.hi()) {
 
             // find the largest temperature element <= t9 using a binary search
 
-            int left = 0;
-            int right = npts;
+            int left = temp_array.lo();
+            int right = temp_array.hi();
 
             while (left < right) {
                 int mid = (left + right) / 2;
-                if (temp_array[mid] > t9) {
+                if (temp_array(mid) > t9) {
                     right = mid;
                 } else {
                     left = mid + 1;
@@ -44,11 +44,12 @@ namespace part_fun {
 
             // construct the slope -- this is (log10(pf_{i+1}) - log10(pf_i)) / (T_{i+1} - T_i)
 
-            amrex::Real slope = (pf_array[idx+1] - pf_array[idx]) / (temp_array[idx+1] - temp_array[idx]);
+            amrex::Real slope = (pf_array(idx+1) - pf_array(idx)) /
+                                (temp_array(idx+1) - temp_array(idx));
 
             // find the PF
 
-            amrex::Real log10_pf = pf_array[idx] + slope * (t9 - temp_array[idx]);
+            amrex::Real log10_pf = pf_array(idx) + slope * (t9 - temp_array(idx));
             pf = std::pow(10.0_rt, log10_pf);
 
             // find the derivative (with respect to T, not T9)
diff --git a/networks/nova/partition_functions_data.cpp b/networks/nova/partition_functions_data.cpp
new file mode 100644
index 000000000..e4dc2a8c0
--- /dev/null
+++ b/networks/nova/partition_functions_data.cpp
@@ -0,0 +1,14 @@
+#include <AMReX_Array.H>
+#include <string>
+#include <table_rates.H>
+#include <AMReX_Print.H>
+
+#include <partition_functions.H>
+
+using namespace amrex;
+
+namespace part_fun {
+
+
+}
+
diff --git a/networks/nova/reaclib_rates.H b/networks/nova/reaclib_rates.H
index 9e4061f81..981119344 100644
--- a/networks/nova/reaclib_rates.H
+++ b/networks/nova/reaclib_rates.H
@@ -1251,7 +1251,10 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors, [[maybe_unused]] T& rate_eval)
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
 {
 
     [[maybe_unused]] amrex::Real rate{};
diff --git a/networks/nova2/Make.package b/networks/nova2/Make.package
index 39c65eca7..3c406e47f 100644
--- a/networks/nova2/Make.package
+++ b/networks/nova2/Make.package
@@ -5,6 +5,7 @@ ifeq ($(USE_REACT),TRUE)
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += partition_functions.H
+  CEXE_sources += partition_functions_data.cpp
   CEXE_headers += actual_rhs.H
   CEXE_headers += reaclib_rates.H
   CEXE_headers += table_rates.H
diff --git a/networks/nova2/actual_network.H b/networks/nova2/actual_network.H
index 6666aa35e..3c7c18409 100644
--- a/networks/nova2/actual_network.H
+++ b/networks/nova2/actual_network.H
@@ -30,52 +30,52 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == H2) {
-            return 2.224566_rt;
+            return 2.2245662689997516_rt;
         }
         else if constexpr (spec == He3) {
-            return 7.7180399999999985_rt;
+            return 7.718041347999588_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == Be7) {
-            return 37.600836_rt;
+            return 37.60083855599987_rt;
         }
         else if constexpr (spec == B8) {
-            return 37.73724_rt;
+            return 37.7372096199997_rt;
         }
         else if constexpr (spec == C12) {
-            return 92.16172800000001_rt;
+            return 92.16173498399803_rt;
         }
         else if constexpr (spec == C13) {
-            return 97.108037_rt;
+            return 97.10804378399916_rt;
         }
         else if constexpr (spec == N13) {
-            return 94.105219_rt;
+            return 94.10522604799917_rt;
         }
         else if constexpr (spec == N14) {
-            return 104.65859599999999_rt;
+            return 104.65860734799753_rt;
         }
         else if constexpr (spec == N15) {
-            return 115.4919_rt;
+            return 115.49190414799887_rt;
         }
         else if constexpr (spec == O14) {
-            return 98.731892_rt;
+            return 98.73189611199996_rt;
         }
         else if constexpr (spec == O15) {
-            return 111.95538_rt;
+            return 111.95539521199862_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == O17) {
-            return 131.76237600000002_rt;
+            return 131.76239561199873_rt;
         }
         else if constexpr (spec == F17) {
-            return 128.21957600000002_rt;
+            return 128.21958437599824_rt;
         }
         else if constexpr (spec == F18) {
-            return 137.369484_rt;
+            return 137.36950247599816_rt;
         }
 
 
diff --git a/networks/nova2/actual_rhs.H b/networks/nova2/actual_rhs.H
index 5ea529896..d810e6ebc 100644
--- a/networks/nova2/actual_rhs.H
+++ b/networks/nova2/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -553,7 +555,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
     // Fill approximate rates
 
-    fill_approx_rates<do_T_derivatives, T>(tfactors, rate_eval);
+    fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
     // Calculate tabular rates
 
@@ -803,9 +805,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -1135,7 +1140,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -1143,7 +1150,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/nova2/nova.png b/networks/nova2/nova.png
index 8867d1979..1f6e47487 100644
Binary files a/networks/nova2/nova.png and b/networks/nova2/nova.png differ
diff --git a/networks/nova2/partition_functions.H b/networks/nova2/partition_functions.H
index 6fe1122bf..54977f91e 100644
--- a/networks/nova2/partition_functions.H
+++ b/networks/nova2/partition_functions.H
@@ -17,21 +17,21 @@ namespace part_fun {
 
     // interpolation routine
 
-    template <int npts>
+    template <typename T>
     AMREX_GPU_HOST_DEVICE AMREX_INLINE
-    void interpolate_pf(const amrex::Real t9, const amrex::Real (&temp_array)[npts], const amrex::Real (&pf_array)[npts],
+    void interpolate_pf(const amrex::Real t9, const T& temp_array, const T& pf_array,
                         amrex::Real& pf, amrex::Real& dpf_dT) {
 
-        if (t9 >= temp_array[0] && t9 < temp_array[npts-1]) {
+        if (t9 >= temp_array.lo() && t9 < temp_array.hi()) {
 
             // find the largest temperature element <= t9 using a binary search
 
-            int left = 0;
-            int right = npts;
+            int left = temp_array.lo();
+            int right = temp_array.hi();
 
             while (left < right) {
                 int mid = (left + right) / 2;
-                if (temp_array[mid] > t9) {
+                if (temp_array(mid) > t9) {
                     right = mid;
                 } else {
                     left = mid + 1;
@@ -44,11 +44,12 @@ namespace part_fun {
 
             // construct the slope -- this is (log10(pf_{i+1}) - log10(pf_i)) / (T_{i+1} - T_i)
 
-            amrex::Real slope = (pf_array[idx+1] - pf_array[idx]) / (temp_array[idx+1] - temp_array[idx]);
+            amrex::Real slope = (pf_array(idx+1) - pf_array(idx)) /
+                                (temp_array(idx+1) - temp_array(idx));
 
             // find the PF
 
-            amrex::Real log10_pf = pf_array[idx] + slope * (t9 - temp_array[idx]);
+            amrex::Real log10_pf = pf_array(idx) + slope * (t9 - temp_array(idx));
             pf = std::pow(10.0_rt, log10_pf);
 
             // find the derivative (with respect to T, not T9)
diff --git a/networks/nova2/partition_functions_data.cpp b/networks/nova2/partition_functions_data.cpp
new file mode 100644
index 000000000..e4dc2a8c0
--- /dev/null
+++ b/networks/nova2/partition_functions_data.cpp
@@ -0,0 +1,14 @@
+#include <AMReX_Array.H>
+#include <string>
+#include <table_rates.H>
+#include <AMReX_Print.H>
+
+#include <partition_functions.H>
+
+using namespace amrex;
+
+namespace part_fun {
+
+
+}
+
diff --git a/networks/nova2/reaclib_rates.H b/networks/nova2/reaclib_rates.H
index 56c0bc24d..ecd427461 100644
--- a/networks/nova2/reaclib_rates.H
+++ b/networks/nova2/reaclib_rates.H
@@ -1774,7 +1774,10 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors, [[maybe_unused]] T& rate_eval)
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
 {
 
     [[maybe_unused]] amrex::Real rate{};
diff --git a/networks/partition_test/Make.package b/networks/partition_test/Make.package
index 39c65eca7..3c406e47f 100644
--- a/networks/partition_test/Make.package
+++ b/networks/partition_test/Make.package
@@ -5,6 +5,7 @@ ifeq ($(USE_REACT),TRUE)
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += partition_functions.H
+  CEXE_sources += partition_functions_data.cpp
   CEXE_headers += actual_rhs.H
   CEXE_headers += reaclib_rates.H
   CEXE_headers += table_rates.H
diff --git a/networks/partition_test/actual_network.H b/networks/partition_test/actual_network.H
index e4022ce04..1c7ec98b1 100644
--- a/networks/partition_test/actual_network.H
+++ b/networks/partition_test/actual_network.H
@@ -30,16 +30,16 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == Fe52) {
-            return 447.697848_rt;
+            return 447.6996182639923_rt;
         }
         else if constexpr (spec == Co55) {
-            return 476.82899_rt;
+            return 476.82912552799826_rt;
         }
         else if constexpr (spec == Ni56) {
-            return 483.995624_rt;
+            return 483.9956965919919_rt;
         }
 
 
diff --git a/networks/partition_test/actual_rhs.H b/networks/partition_test/actual_rhs.H
index 18614f033..ba04ea258 100644
--- a/networks/partition_test/actual_rhs.H
+++ b/networks/partition_test/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -134,7 +136,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
     // Fill approximate rates
 
-    fill_approx_rates<do_T_derivatives, T>(tfactors, rate_eval);
+    fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
     // Calculate tabular rates
 
@@ -254,9 +256,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -388,7 +393,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -396,7 +403,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/partition_test/partition_functions.H b/networks/partition_test/partition_functions.H
index 0082ba860..883c5bbc4 100644
--- a/networks/partition_test/partition_functions.H
+++ b/networks/partition_test/partition_functions.H
@@ -17,104 +17,39 @@ namespace part_fun {
 
     // this is T9
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real temp_array_1[npts_1] = {
-        0.01, 0.15, 0.2, 0.3, 0.4,
-        0.5, 0.6, 0.7, 0.8, 0.9,
-        1.0, 1.5, 2.0, 2.5, 3.0,
-        3.5, 4.0, 4.5, 5.0, 6.0,
-        7.0, 8.0, 9.0, 10.0, 12.0,
-        14.0, 16.0, 18.0, 20.0, 22.0,
-        24.0, 26.0, 28.0, 30.0, 35.0,
-        40.0, 45.0, 50.0, 55.0, 60.0,
-        65.0, 70.0, 75.0, 80.0, 85.0,
-        90.0, 95.0, 100.0, 105.0, 110.0,
-        115.0, 120.0, 125.0, 130.0, 135.0,
-        140.0, 145.0, 150.0, 155.0, 160.0,
-        165.0, 170.0, 175.0, 180.0, 190.0,
-        200.0, 210.0, 220.0, 230.0, 240.0,
-        250.0, 275.0,
-    };
-
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> temp_array_1;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Fe52_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 1.7371744532199383e-06, 9.554373504133797e-06, 3.778197643341552e-05,
-        0.00011333607006293108, 0.0030242952161453874, 0.015422212189991184, 0.040215337130588114, 0.07478865660777631,
-        0.11488541698288196, 0.15714990338033966, 0.19960737134331175, 0.24132628928072955, 0.3217032118192907,
-        0.3993396534463543, 0.4778337814344742, 0.5623989859221217, 0.6594581913549248, 0.9153998352122699,
-        1.2695129442179163, 1.6910814921229684, 2.143014800254095, 2.6009728956867484, 3.0569048513364727,
-        3.503790683057181, 3.946452265013073, 4.383815365980431, 4.818225893613955, 5.888740960682893,
-        6.944482672150168, 7.989894563718773, 9.02938377768521, 10.060697840353612, 11.086359830674748,
-        12.11058971029925, 13.127104798364808, 14.139879086401237, 15.14921911265538, 16.152288344383056,
-        17.152288344383056, 18.14921911265538, 19.143014800254097, 20.133538908370216, 21.12057393120585,
-        22.103803720955955, 23.08635983067475, 24.06445798922692, 25.041392685158225, 26.01703333929878,
-        26.989449817666692, 27.960946195733833, 28.930949031167522, 29.899273187317604, 30.8668778143375,
-        31.833784374656478, 32.79934054945358, 33.76417613239033, 34.72835378202123, 36.655138434811384,
-        38.58092497567562, 40.505149978319906, 42.42975228000241, 44.3541084391474, 46.28103336724773,
-        48.20682587603185, 53.02938377768521,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Fe52_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Co55_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 8.685880952436747e-07, 1.4331481434642371e-05, 9.336327741651445e-05,
-        0.00038114325769492564, 0.001151090732337307, 0.0028275866787247843, 0.0059861278100218065, 0.019727612600003865,
-        0.049238961363648255, 0.10167663281566902, 0.18228879723157643, 0.29243817096179087, 0.5865873046717549,
-        0.9449759084120479, 1.3324384599156054, 1.7363965022766423, 2.1492191126553797, 2.56702636615906,
-        2.991226075692495, 3.419955748489758, 3.851869600729766, 4.2878017299302265, 5.382017042574868,
-        6.482873583608754, 7.5820633629117085, 8.677606952720494, 9.767155866082181, 10.85003325768977,
-        11.927370363039023, 12.998695158311655, 14.064457989226918, 15.127104798364808, 16.181843587944773,
-        17.232996110392154, 18.281033367247726, 19.32428245529769, 20.3654879848909, 21.401400540781545,
-        22.436162647040756, 23.468347330412158, 24.4983105537896, 25.525044807036846, 26.550228353055093,
-        27.57403126772772, 28.59659709562646, 29.6170003411209, 30.636487896353366, 31.65609820201283,
-        32.673941998634085, 33.69108149212297, 34.70757017609794, 35.72427586960079, 37.75587485567249,
-        39.786751422145564, 41.818225893613956, 43.850033257689766, 45.88309335857569, 47.91750550955255,
-        49.954242509439325, 55.05690485133647,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Co55_pf_array;
 
     // this is log10(partition function)
 
-    MICROPHYSICS_UNUSED HIP_CONSTEXPR static AMREX_GPU_MANAGED amrex::Real Ni56_pf_array[npts_1] = {
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 0.0, 0.0, 0.0,
-        0.0, 0.0, 4.342942647204277e-07, 7.817230319428646e-06, 6.42708273977769e-05,
-        0.0002904458650804842, 0.0009123622824012837, 0.0022498876258026487, 0.0046944487518873, 0.014735532704563181,
-        0.03529042138996706, 0.07190703372466718, 0.13162956968664008, 0.22190042758492473, 0.5092025223311029,
-        0.9132839017604184, 1.374748346010104, 1.8555191556678001, 2.3404441148401185, 2.8221680793680175,
-        3.3031960574204886, 3.783903579272735, 4.26245108973043, 4.7419390777291985, 5.9344984512435675,
-        7.117271295655764, 8.292256071356476, 9.456366033129044, 10.608526033577194, 11.750508394851346,
-        12.88309335857569, 14.008600171761918, 15.123851640967086, 16.232996110392154, 17.33645973384853,
-        18.432969290874407, 19.525044807036846, 20.612783856719737, 21.695481676490196, 22.773786444981194,
-        23.8481891169914, 24.919078092376076, 25.987219229908003, 27.053078443483418, 28.113943352306837,
-        29.17609125905568, 30.232996110392154, 31.287801729930226, 32.3424226808222, 33.39619934709574,
-        34.44715803134222, 35.49692964807321, 36.54530711646582, 37.594392550375424, 39.68752896121463,
-        41.77959649125783, 43.86981820797933, 45.959518376973, 48.04921802267018, 50.13987908640124,
-        52.230448921378276, 57.462397997898954,
-    };
+    extern AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ni56_pf_array;
 
 
 
     // interpolation routine
 
-    template <int npts>
+    template <typename T>
     AMREX_GPU_HOST_DEVICE AMREX_INLINE
-    void interpolate_pf(const amrex::Real t9, const amrex::Real (&temp_array)[npts], const amrex::Real (&pf_array)[npts],
+    void interpolate_pf(const amrex::Real t9, const T& temp_array, const T& pf_array,
                         amrex::Real& pf, amrex::Real& dpf_dT) {
 
-        if (t9 >= temp_array[0] && t9 < temp_array[npts-1]) {
+        if (t9 >= temp_array.lo() && t9 < temp_array.hi()) {
 
             // find the largest temperature element <= t9 using a binary search
 
-            int left = 0;
-            int right = npts;
+            int left = temp_array.lo();
+            int right = temp_array.hi();
 
             while (left < right) {
                 int mid = (left + right) / 2;
-                if (temp_array[mid] > t9) {
+                if (temp_array(mid) > t9) {
                     right = mid;
                 } else {
                     left = mid + 1;
@@ -127,11 +62,12 @@ namespace part_fun {
 
             // construct the slope -- this is (log10(pf_{i+1}) - log10(pf_i)) / (T_{i+1} - T_i)
 
-            amrex::Real slope = (pf_array[idx+1] - pf_array[idx]) / (temp_array[idx+1] - temp_array[idx]);
+            amrex::Real slope = (pf_array(idx+1) - pf_array(idx)) /
+                                (temp_array(idx+1) - temp_array(idx));
 
             // find the PF
 
-            amrex::Real log10_pf = pf_array[idx] + slope * (t9 - temp_array[idx]);
+            amrex::Real log10_pf = pf_array(idx) + slope * (t9 - temp_array(idx));
             pf = std::pow(10.0_rt, log10_pf);
 
             // find the derivative (with respect to T, not T9)
@@ -170,15 +106,15 @@ void get_partition_function(const int inuc, [[maybe_unused]] const tf_t& tfactor
     switch (inuc) {
 
     case Fe52:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Fe52_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Fe52_pf_array, pf, dpf_dT);
         break;
 
     case Co55:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Co55_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Co55_pf_array, pf, dpf_dT);
         break;
 
     case Ni56:
-        part_fun::interpolate_pf<part_fun::npts_1>(tfactors.T9, part_fun::temp_array_1, part_fun::Ni56_pf_array, pf, dpf_dT);
+        part_fun::interpolate_pf(tfactors.T9, part_fun::temp_array_1, part_fun::Ni56_pf_array, pf, dpf_dT);
         break;
 
 
diff --git a/networks/partition_test/partition_functions_data.cpp b/networks/partition_test/partition_functions_data.cpp
new file mode 100644
index 000000000..b6e537166
--- /dev/null
+++ b/networks/partition_test/partition_functions_data.cpp
@@ -0,0 +1,95 @@
+#include <AMReX_Array.H>
+#include <string>
+#include <table_rates.H>
+#include <AMReX_Print.H>
+
+#include <partition_functions.H>
+
+using namespace amrex;
+
+namespace part_fun {
+
+    // this is T9
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> temp_array_1= {
+        0.01, 0.15, 0.2, 0.3, 0.4,
+        0.5, 0.6, 0.7, 0.8, 0.9,
+        1.0, 1.5, 2.0, 2.5, 3.0,
+        3.5, 4.0, 4.5, 5.0, 6.0,
+        7.0, 8.0, 9.0, 10.0, 12.0,
+        14.0, 16.0, 18.0, 20.0, 22.0,
+        24.0, 26.0, 28.0, 30.0, 35.0,
+        40.0, 45.0, 50.0, 55.0, 60.0,
+        65.0, 70.0, 75.0, 80.0, 85.0,
+        90.0, 95.0, 100.0, 105.0, 110.0,
+        115.0, 120.0, 125.0, 130.0, 135.0,
+        140.0, 145.0, 150.0, 155.0, 160.0,
+        165.0, 170.0, 175.0, 180.0, 190.0,
+        200.0, 210.0, 220.0, 230.0, 240.0,
+        250.0, 275.0,
+    };
+
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Fe52_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 1.7371744532199383e-06, 9.554373504133797e-06, 3.778197643341552e-05,
+        0.00011333607006293108, 0.0030242952161453874, 0.015422212189991184, 0.040215337130588114, 0.07478865660777631,
+        0.11488541698288196, 0.15714990338033966, 0.19960737134331175, 0.24132628928072955, 0.3217032118192907,
+        0.3993396534463543, 0.4778337814344742, 0.5623989859221217, 0.6594581913549248, 0.9153998352122699,
+        1.2695129442179163, 1.6910814921229684, 2.143014800254095, 2.6009728956867484, 3.0569048513364727,
+        3.503790683057181, 3.946452265013073, 4.383815365980431, 4.818225893613955, 5.888740960682893,
+        6.944482672150168, 7.989894563718773, 9.02938377768521, 10.060697840353612, 11.086359830674748,
+        12.11058971029925, 13.127104798364808, 14.139879086401237, 15.14921911265538, 16.152288344383056,
+        17.152288344383056, 18.14921911265538, 19.143014800254097, 20.133538908370216, 21.12057393120585,
+        22.103803720955955, 23.08635983067475, 24.06445798922692, 25.041392685158225, 26.01703333929878,
+        26.989449817666692, 27.960946195733833, 28.930949031167522, 29.899273187317604, 30.8668778143375,
+        31.833784374656478, 32.79934054945358, 33.76417613239033, 34.72835378202123, 36.655138434811384,
+        38.58092497567562, 40.505149978319906, 42.42975228000241, 44.3541084391474, 46.28103336724773,
+        48.20682587603185, 53.02938377768521,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Co55_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 8.685880952436747e-07, 1.4331481434642371e-05, 9.336327741651445e-05,
+        0.00038114325769492564, 0.001151090732337307, 0.0028275866787247843, 0.0059861278100218065, 0.019727612600003865,
+        0.049238961363648255, 0.10167663281566902, 0.18228879723157643, 0.29243817096179087, 0.5865873046717549,
+        0.9449759084120479, 1.3324384599156054, 1.7363965022766423, 2.1492191126553797, 2.56702636615906,
+        2.991226075692495, 3.419955748489758, 3.851869600729766, 4.2878017299302265, 5.382017042574868,
+        6.482873583608754, 7.5820633629117085, 8.677606952720494, 9.767155866082181, 10.85003325768977,
+        11.927370363039023, 12.998695158311655, 14.064457989226918, 15.127104798364808, 16.181843587944773,
+        17.232996110392154, 18.281033367247726, 19.32428245529769, 20.3654879848909, 21.401400540781545,
+        22.436162647040756, 23.468347330412158, 24.4983105537896, 25.525044807036846, 26.550228353055093,
+        27.57403126772772, 28.59659709562646, 29.6170003411209, 30.636487896353366, 31.65609820201283,
+        32.673941998634085, 33.69108149212297, 34.70757017609794, 35.72427586960079, 37.75587485567249,
+        39.786751422145564, 41.818225893613956, 43.850033257689766, 45.88309335857569, 47.91750550955255,
+        49.954242509439325, 55.05690485133647,
+    };
+
+    // this is log10(partition function)
+
+    AMREX_GPU_MANAGED amrex::Array1D<amrex::Real, 0, npts_1> Ni56_pf_array = {
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 0.0, 0.0, 0.0,
+        0.0, 0.0, 4.342942647204277e-07, 7.817230319428646e-06, 6.42708273977769e-05,
+        0.0002904458650804842, 0.0009123622824012837, 0.0022498876258026487, 0.0046944487518873, 0.014735532704563181,
+        0.03529042138996706, 0.07190703372466718, 0.13162956968664008, 0.22190042758492473, 0.5092025223311029,
+        0.9132839017604184, 1.374748346010104, 1.8555191556678001, 2.3404441148401185, 2.8221680793680175,
+        3.3031960574204886, 3.783903579272735, 4.26245108973043, 4.7419390777291985, 5.9344984512435675,
+        7.117271295655764, 8.292256071356476, 9.456366033129044, 10.608526033577194, 11.750508394851346,
+        12.88309335857569, 14.008600171761918, 15.123851640967086, 16.232996110392154, 17.33645973384853,
+        18.432969290874407, 19.525044807036846, 20.612783856719737, 21.695481676490196, 22.773786444981194,
+        23.8481891169914, 24.919078092376076, 25.987219229908003, 27.053078443483418, 28.113943352306837,
+        29.17609125905568, 30.232996110392154, 31.287801729930226, 32.3424226808222, 33.39619934709574,
+        34.44715803134222, 35.49692964807321, 36.54530711646582, 37.594392550375424, 39.68752896121463,
+        41.77959649125783, 43.86981820797933, 45.959518376973, 48.04921802267018, 50.13987908640124,
+        52.230448921378276, 57.462397997898954,
+    };
+
+
+}
+
diff --git a/networks/partition_test/reaclib_rates.H b/networks/partition_test/reaclib_rates.H
index b4bb4986b..3e7d804e9 100644
--- a/networks/partition_test/reaclib_rates.H
+++ b/networks/partition_test/reaclib_rates.H
@@ -133,11 +133,11 @@ void rate_Ni56_to_He4_Fe52_derived(const tf_t& tfactors, amrex::Real& rate, amre
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  91.62258922810439 + -92.801099329237 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
+    ln_set_rate =  91.62258922626623 + -92.80109932767355 * tfactors.T9i + -91.6819 * tfactors.T913i + -9.51885 * tfactors.T913
                          + -0.533014 * tfactors.T9 + 0.0892607 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  92.801099329237 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
+        dln_set_rate_dT9 =  92.80109932767355 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -9.51885 * tfactors.T923i
                                   + -0.533014 + (5.0/3.0) * 0.0892607 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -190,11 +190,11 @@ void rate_Ni56_to_p_Co55_derived(const tf_t& tfactors, amrex::Real& rate, amrex:
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  63.131770608640906 + -83.14741674893808 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
+    ln_set_rate =  63.131770606802746 + -83.14741674753726 * tfactors.T9i + -38.1053 * tfactors.T913i + -0.210947 * tfactors.T913
                          + -2.68377 * tfactors.T9 + 0.355814 * tfactors.T953 + 0.833333 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  83.14741674893808 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
+        dln_set_rate_dT9 =  83.14741674753726 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -38.1053 * tfactors.T943i + (1.0/3.0) * -0.210947 * tfactors.T923i
                                   + -2.68377 + (5.0/3.0) * 0.355814 * tfactors.T923 + 0.833333 * tfactors.T9i;
     }
 
@@ -247,11 +247,11 @@ void rate_p_Co55_to_He4_Fe52_derived(const tf_t& tfactors, amrex::Real& rate, am
     amrex::Real set_rate{0.0};
 
     // ths8r
-    ln_set_rate =  61.443418619463486 + -9.65364776674457 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
+    ln_set_rate =  61.443418619463486 + -9.653647766581932 * tfactors.T9i + -91.6819 * tfactors.T913i + -0.329235 * tfactors.T913
                          + -0.780924 * tfactors.T9 + 0.0425179 * tfactors.T953 + -0.666667 * tfactors.lnT9;
 
     if constexpr (do_T_derivatives) {
-        dln_set_rate_dT9 =  9.65364776674457 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
+        dln_set_rate_dT9 =  9.653647766581932 * tfactors.T9i * tfactors.T9i + -(1.0/3.0) * -91.6819 * tfactors.T943i + (1.0/3.0) * -0.329235 * tfactors.T923i
                                   + -0.780924 + (5.0/3.0) * 0.0425179 * tfactors.T923 + -0.666667 * tfactors.T9i;
     }
 
@@ -350,7 +350,10 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors, [[maybe_unused]] T& rate_eval)
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
 {
 
     [[maybe_unused]] amrex::Real rate{};
diff --git a/networks/sn160/Make.package b/networks/sn160/Make.package
index 39c65eca7..3c406e47f 100644
--- a/networks/sn160/Make.package
+++ b/networks/sn160/Make.package
@@ -5,6 +5,7 @@ ifeq ($(USE_REACT),TRUE)
   CEXE_headers += actual_network.H
   CEXE_headers += tfactors.H
   CEXE_headers += partition_functions.H
+  CEXE_sources += partition_functions_data.cpp
   CEXE_headers += actual_rhs.H
   CEXE_headers += reaclib_rates.H
   CEXE_headers += table_rates.H
diff --git a/networks/sn160/actual_network.H b/networks/sn160/actual_network.H
index 28442e8ee..7427ffd97 100644
--- a/networks/sn160/actual_network.H
+++ b/networks/sn160/actual_network.H
@@ -33,478 +33,478 @@ namespace network
             return 0.0_rt;
         }
         else if constexpr (spec == H2) {
-            return 2.224566_rt;
+            return 2.2245662689997516_rt;
         }
         else if constexpr (spec == He3) {
-            return 7.7180399999999985_rt;
+            return 7.718041347999588_rt;
         }
         else if constexpr (spec == He4) {
-            return 28.29566_rt;
+            return 28.295662457999697_rt;
         }
         else if constexpr (spec == Li6) {
-            return 31.993986_rt;
+            return 31.99398709199886_rt;
         }
         else if constexpr (spec == Li7) {
-            return 39.245073_rt;
+            return 39.245080591999795_rt;
         }
         else if constexpr (spec == Be7) {
-            return 37.600836_rt;
+            return 37.60083855599987_rt;
         }
         else if constexpr (spec == Be9) {
-            return 58.164012_rt;
+            return 58.1640247560008_rt;
         }
         else if constexpr (spec == B8) {
-            return 37.73724_rt;
+            return 37.7372096199997_rt;
         }
         else if constexpr (spec == B10) {
-            return 64.75083_rt;
+            return 64.750834819999_rt;
         }
         else if constexpr (spec == B11) {
-            return 76.205052_rt;
+            return 76.20505591999972_rt;
         }
         else if constexpr (spec == C12) {
-            return 92.16172800000001_rt;
+            return 92.16173498399803_rt;
         }
         else if constexpr (spec == C13) {
-            return 97.108037_rt;
+            return 97.10804378399916_rt;
         }
         else if constexpr (spec == C14) {
-            return 105.28446600000001_rt;
+            return 105.28447818399945_rt;
         }
         else if constexpr (spec == N13) {
-            return 94.105219_rt;
+            return 94.10522604799917_rt;
         }
         else if constexpr (spec == N14) {
-            return 104.65859599999999_rt;
+            return 104.65860734799753_rt;
         }
         else if constexpr (spec == N15) {
-            return 115.4919_rt;
+            return 115.49190414799887_rt;
         }
         else if constexpr (spec == O14) {
-            return 98.731892_rt;
+            return 98.73189611199996_rt;
         }
         else if constexpr (spec == O15) {
-            return 111.95538_rt;
+            return 111.95539521199862_rt;
         }
         else if constexpr (spec == O16) {
-            return 127.619296_rt;
+            return 127.6193154119992_rt;
         }
         else if constexpr (spec == O17) {
-            return 131.76237600000002_rt;
+            return 131.76239561199873_rt;
         }
         else if constexpr (spec == O18) {
-            return 139.807746_rt;
+            return 139.8077658120019_rt;
         }
         else if constexpr (spec == F17) {
-            return 128.21957600000002_rt;
+            return 128.21958437599824_rt;
         }
         else if constexpr (spec == F18) {
-            return 137.369484_rt;
+            return 137.36950247599816_rt;
         }
         else if constexpr (spec == F19) {
-            return 147.801342_rt;
+            return 147.80136567599766_rt;
         }
         else if constexpr (spec == Ne18) {
-            return 132.142626_rt;
+            return 132.14265544000227_rt;
         }
         else if constexpr (spec == Ne19) {
-            return 143.779517_rt;
+            return 143.7795235400008_rt;
         }
         else if constexpr (spec == Ne20) {
-            return 160.6448_rt;
+            return 160.64482384000075_rt;
         }
         else if constexpr (spec == Ne21) {
-            return 167.405973_rt;
+            return 167.40598973999658_rt;
         }
         else if constexpr (spec == Ne22) {
-            return 177.77023_rt;
+            return 177.77024384000106_rt;
         }
         else if constexpr (spec == Na21) {
-            return 163.076487_rt;
+            return 163.07672270400144_rt;
         }
         else if constexpr (spec == Na22) {
-            return 174.144674_rt;
+            return 174.14457080400098_rt;
         }
         else if constexpr (spec == Na23) {
-            return 186.56433900000002_rt;
+            return 186.56435240400242_rt;
         }
         else if constexpr (spec == Mg23) {
-            return 181.725645_rt;
+            return 181.7258218679999_rt;
         }
         else if constexpr (spec == Mg24) {
-            return 198.25701600000002_rt;
+            return 198.2570479679962_rt;
         }
         else if constexpr (spec == Mg25) {
-            return 205.58755_rt;
+            return 205.5875680680001_rt;
         }
         else if constexpr (spec == Mg26) {
-            return 216.68062000000003_rt;
+            return 216.68065016799665_rt;
         }
         else if constexpr (spec == Al25) {
-            return 200.5284_rt;
+            return 200.52841103199896_rt;
         }
         else if constexpr (spec == Al26) {
-            return 211.89389_rt;
+            return 211.89389913199557_rt;
         }
         else if constexpr (spec == Al27) {
-            return 224.951931_rt;
+            return 224.95193723199915_rt;
         }
         else if constexpr (spec == Si28) {
-            return 236.536832_rt;
+            return 236.53684539599638_rt;
         }
         else if constexpr (spec == Si29) {
-            return 245.010415_rt;
+            return 245.01044789599834_rt;
         }
         else if constexpr (spec == Si30) {
-            return 255.61962_rt;
+            return 255.61964649599756_rt;
         }
         else if constexpr (spec == Si31) {
-            return 262.207021_rt;
+            return 262.207042596001_rt;
         }
         else if constexpr (spec == Si32) {
-            return 271.40697600000004_rt;
+            return 271.4070106959989_rt;
         }
         else if constexpr (spec == P29) {
-            return 239.28584400000003_rt;
+            return 239.28581936000046_rt;
         }
         else if constexpr (spec == P30) {
-            return 250.60518_rt;
+            return 250.60519745999775_rt;
         }
         else if constexpr (spec == P31) {
-            return 262.91617699999995_rt;
+            return 262.9161999600037_rt;
         }
         else if constexpr (spec == P32) {
-            return 270.85184000000004_rt;
+            return 270.8518536599986_rt;
         }
         else if constexpr (spec == P33) {
-            return 280.955598_rt;
+            return 280.95569175999844_rt;
         }
         else if constexpr (spec == S32) {
-            return 271.78012800000005_rt;
+            return 271.78016372399725_rt;
         }
         else if constexpr (spec == S33) {
-            return 280.42179_rt;
+            return 280.42180302400084_rt;
         }
         else if constexpr (spec == S34) {
-            return 291.83893199999994_rt;
+            return 291.83895282400044_rt;
         }
         else if constexpr (spec == S35) {
-            return 298.82475_rt;
+            return 298.8247909240017_rt;
         }
         else if constexpr (spec == S36) {
-            return 308.714004_rt;
+            return 308.714039024002_rt;
         }
         else if constexpr (spec == Cl33) {
-            return 274.05691499999995_rt;
+            return 274.05689768799857_rt;
         }
         else if constexpr (spec == Cl34) {
-            return 285.56497999999993_rt;
+            return 285.5650057879975_rt;
         }
         else if constexpr (spec == Cl35) {
-            return 298.20973000000004_rt;
+            return 298.20976388800045_rt;
         }
         else if constexpr (spec == Cl36) {
-            return 306.789516_rt;
+            return 306.78956198800006_rt;
         }
         else if constexpr (spec == Cl37) {
-            return 317.10039700000004_rt;
+            return 317.10042008799786_rt;
         }
         else if constexpr (spec == Ar36) {
-            return 306.716724_rt;
+            return 306.7167469519991_rt;
         }
         else if constexpr (spec == Ar37) {
-            return 315.504143_rt;
+            return 315.50420305199077_rt;
         }
         else if constexpr (spec == Ar38) {
-            return 327.34264_rt;
+            return 327.3426711519933_rt;
         }
         else if constexpr (spec == Ar39) {
-            return 333.94132199999996_rt;
+            return 333.9411592519973_rt;
         }
         else if constexpr (spec == Ar40) {
-            return 343.81036_rt;
+            return 343.81037735200516_rt;
         }
         else if constexpr (spec == K37) {
-            return 308.57433899999995_rt;
+            return 308.5743760159967_rt;
         }
         else if constexpr (spec == K38) {
-            return 320.64620400000007_rt;
+            return 320.64625411599985_rt;
         }
         else if constexpr (spec == K39) {
-            return 333.723975_rt;
+            return 333.7240072160057_rt;
         }
         else if constexpr (spec == K40) {
-            return 341.5236_rt;
+            return 341.52363031599816_rt;
         }
         else if constexpr (spec == K41) {
-            return 351.618952_rt;
+            return 351.6189974159933_rt;
         }
         else if constexpr (spec == Ca40) {
-            return 342.05212000000006_rt;
+            return 342.05218528000114_rt;
         }
         else if constexpr (spec == Ca41) {
-            return 350.414946_rt;
+            return 350.4150113799915_rt;
         }
         else if constexpr (spec == Ca42) {
-            return 361.89564599999994_rt;
+            return 361.8957094799989_rt;
         }
         else if constexpr (spec == Ca43) {
-            return 369.82850900000005_rt;
+            return 369.82860757999885_rt;
         }
         else if constexpr (spec == Ca44) {
-            return 380.9597_rt;
+            return 380.95975567999994_rt;
         }
         else if constexpr (spec == Ca45) {
-            return 388.374525_rt;
+            return 388.3745737799982_rt;
         }
         else if constexpr (spec == Ca46) {
-            return 398.773034_rt;
+            return 398.77329187999567_rt;
         }
         else if constexpr (spec == Ca47) {
-            return 406.049403_rt;
+            return 406.0497099799977_rt;
         }
         else if constexpr (spec == Ca48) {
-            return 416.00092800000004_rt;
+            return 416.0011960799966_rt;
         }
         else if constexpr (spec == Sc43) {
-            return 366.825475_rt;
+            return 366.82549054399715_rt;
         }
         else if constexpr (spec == Sc44) {
-            return 376.52467600000006_rt;
+            return 376.5247086439995_rt;
         }
         else if constexpr (spec == Sc45) {
-            return 387.851895_rt;
+            return 387.8523267439959_rt;
         }
         else if constexpr (spec == Sc46) {
-            return 396.612552_rt;
+            return 396.61294484399696_rt;
         }
         else if constexpr (spec == Sc47) {
-            return 407.25922999999995_rt;
+            return 407.25946294399176_rt;
         }
         else if constexpr (spec == Sc48) {
-            return 415.49779199999995_rt;
+            return 415.49798104399815_rt;
         }
         else if constexpr (spec == Sc49) {
-            return 425.626544_rt;
+            return 425.6276991440027_rt;
         }
         else if constexpr (spec == Ti44) {
-            return 375.47488000000004_rt;
+            return 375.47496160800074_rt;
         }
         else if constexpr (spec == Ti45) {
-            return 385.00748999999996_rt;
+            return 385.0079797080034_rt;
         }
         else if constexpr (spec == Ti46) {
-            return 398.19674599999996_rt;
+            return 398.19726780800556_rt;
         }
         else if constexpr (spec == Ti47) {
-            return 407.077669_rt;
+            return 407.0779259080009_rt;
         }
         else if constexpr (spec == Ti48) {
-            return 418.704288_rt;
+            return 418.70458400799544_rt;
         }
         else if constexpr (spec == Ti49) {
-            return 426.846693_rt;
+            return 426.84696210800035_rt;
         }
         else if constexpr (spec == Ti50) {
-            return 437.78589999999997_rt;
+            return 437.7861402080016_rt;
         }
         else if constexpr (spec == Ti51) {
-            return 444.158388_rt;
+            return 444.1585883080042_rt;
         }
         else if constexpr (spec == V46) {
-            return 390.36197999999996_rt;
+            return 390.3625507720062_rt;
         }
         else if constexpr (spec == V47) {
-            return 403.36457500000006_rt;
+            return 403.3650388719979_rt;
         }
         else if constexpr (spec == V48) {
-            return 413.906928_rt;
+            return 413.90728697199665_rt;
         }
         else if constexpr (spec == V49) {
-            return 425.462492_rt;
+            return 425.4628050719984_rt;
         }
         else if constexpr (spec == V50) {
-            return 434.79589999999996_rt;
+            return 434.79516317199887_rt;
         }
         else if constexpr (spec == V51) {
-            return 445.84704899999997_rt;
+            return 445.84635127200454_rt;
         }
         else if constexpr (spec == V52) {
-            return 453.15826400000003_rt;
+            return 453.1575893720001_rt;
         }
         else if constexpr (spec == Cr48) {
-            return 411.46891200000005_rt;
+            return 411.4679399359957_rt;
         }
         else if constexpr (spec == Cr49) {
-            return 422.0512589999999_rt;
+            return 422.05065803600155_rt;
         }
         else if constexpr (spec == Cr50) {
-            return 435.0516_rt;
+            return 435.0509361359945_rt;
         }
         else if constexpr (spec == Cr51) {
-            return 444.312255_rt;
+            return 444.31160423599795_rt;
         }
         else if constexpr (spec == Cr52) {
-            return 456.35142799999994_rt;
+            return 456.35172233599593_rt;
         }
         else if constexpr (spec == Cr53) {
-            return 464.290494_rt;
+            return 464.2911504360018_rt;
         }
         else if constexpr (spec == Cr54) {
-            return 474.00957_rt;
+            return 474.01022853599716_rt;
         }
         else if constexpr (spec == Mn50) {
-            return 426.6348_rt;
+            return 426.63411910000286_rt;
         }
         else if constexpr (spec == Mn51) {
-            return 440.32237200000003_rt;
+            return 440.321747199996_rt;
         }
         else if constexpr (spec == Mn52) {
-            return 450.8571079999999_rt;
+            return 450.8612552999912_rt;
         }
         else if constexpr (spec == Mn53) {
-            return 462.91127499999993_rt;
+            return 462.9114833999993_rt;
         }
         else if constexpr (spec == Mn54) {
-            return 471.85011000000003_rt;
+            return 471.85070149999956_rt;
         }
         else if constexpr (spec == Mn55) {
-            return 482.07621_rt;
+            return 482.07635959999607_rt;
         }
         else if constexpr (spec == Fe52) {
-            return 447.697848_rt;
+            return 447.6996182639923_rt;
         }
         else if constexpr (spec == Fe53) {
-            return 458.386347_rt;
+            return 458.38633636399754_rt;
         }
         else if constexpr (spec == Fe54) {
-            return 471.76462799999996_rt;
+            return 471.76475446399854_rt;
         }
         else if constexpr (spec == Fe55) {
-            return 481.06272499999994_rt;
+            return 481.06287256399816_rt;
         }
         else if constexpr (spec == Fe56) {
-            return 492.2598239999999_rt;
+            return 492.2599506639962_rt;
         }
         else if constexpr (spec == Fe57) {
-            return 499.905903_rt;
+            return 499.9061287639925_rt;
         }
         else if constexpr (spec == Fe58) {
-            return 509.9505_rt;
+            return 509.9507268639936_rt;
         }
         else if constexpr (spec == Co53) {
-            return 449.315874_rt;
+            return 449.3158893279979_rt;
         }
         else if constexpr (spec == Co54) {
-            return 462.73771800000003_rt;
+            return 462.7379074280034_rt;
         }
         else if constexpr (spec == Co55) {
-            return 476.82899_rt;
+            return 476.82912552799826_rt;
         }
         else if constexpr (spec == Co56) {
-            return 486.91081599999995_rt;
+            return 486.91094362799777_rt;
         }
         else if constexpr (spec == Co57) {
-            return 498.287274_rt;
+            return 498.28746172798856_rt;
         }
         else if constexpr (spec == Co58) {
-            return 506.86020199999996_rt;
+            return 506.8603798280019_rt;
         }
         else if constexpr (spec == Co59) {
-            return 517.3140649999999_rt;
+            return 517.3141979280044_rt;
         }
         else if constexpr (spec == Ni56) {
-            return 483.995624_rt;
+            return 483.9956965919919_rt;
         }
         else if constexpr (spec == Ni57) {
-            return 494.2431810000001_rt;
+            return 494.2434146919986_rt;
         }
         else if constexpr (spec == Ni58) {
-            return 506.45942199999996_rt;
+            return 506.4596327920008_rt;
         }
         else if constexpr (spec == Ni59) {
-            return 515.4586919999999_rt;
+            return 515.4588508919987_rt;
         }
         else if constexpr (spec == Ni60) {
-            return 526.8464399999999_rt;
+            return 526.8465689919976_rt;
         }
         else if constexpr (spec == Ni61) {
-            return 534.666525_rt;
+            return 534.6666870919944_rt;
         }
         else if constexpr (spec == Ni62) {
-            return 545.262286_rt;
+            return 545.2624051920066_rt;
         }
         else if constexpr (spec == Ni63) {
-            return 552.100059_rt;
+            return 552.1002232920073_rt;
         }
         else if constexpr (spec == Ni64) {
-            return 561.7575039999999_rt;
+            return 561.7576413920033_rt;
         }
         else if constexpr (spec == Cu57) {
-            return 484.6859340000001_rt;
+            return 484.68606765599543_rt;
         }
         else if constexpr (spec == Cu58) {
-            return 497.11608600000005_rt;
+            return 497.11628575600486_rt;
         }
         else if constexpr (spec == Cu59) {
-            return 509.878_rt;
+            return 509.8782038560021_rt;
         }
         else if constexpr (spec == Cu60) {
-            return 519.9361200000001_rt;
+            return 519.9363219559964_rt;
         }
         else if constexpr (spec == Cu61) {
-            return 531.646354_rt;
+            return 531.6464400559926_rt;
         }
         else if constexpr (spec == Cu62) {
-            return 540.521022_rt;
+            return 540.5211581559997_rt;
         }
         else if constexpr (spec == Cu63) {
-            return 551.3846940000001_rt;
+            return 551.384876256001_rt;
         }
         else if constexpr (spec == Cu64) {
-            return 559.3008000000001_rt;
+            return 559.3006943560031_rt;
         }
         else if constexpr (spec == Cu65) {
-            return 569.21124_rt;
+            return 569.2113124559983_rt;
         }
         else if constexpr (spec == Zn59) {
-            return 499.95284300000003_rt;
+            return 499.95305681999895_rt;
         }
         else if constexpr (spec == Zn60) {
-            return 514.983_rt;
+            return 514.9831749199948_rt;
         }
         else if constexpr (spec == Zn61) {
-            return 525.228849_rt;
+            return 525.2289930199986_rt;
         }
         else if constexpr (spec == Zn62) {
-            return 538.119266_rt;
+            return 538.1194111200093_rt;
         }
         else if constexpr (spec == Zn63) {
-            return 547.235955_rt;
+            return 547.2360292200028_rt;
         }
         else if constexpr (spec == Zn64) {
-            return 559.09792_rt;
+            return 559.0979473199986_rt;
         }
         else if constexpr (spec == Zn65) {
-            return 567.0772249999999_rt;
+            return 567.0772654199973_rt;
         }
         else if constexpr (spec == Zn66) {
-            return 578.135712_rt;
+            return 578.135783519996_rt;
         }
         else if constexpr (spec == Ga62) {
-            return 528.155804_rt;
+            return 528.155964084006_rt;
         }
         else if constexpr (spec == Ga63) {
-            return 540.787338_rt;
+            return 540.787382184004_rt;
         }
         else if constexpr (spec == Ga64) {
-            return 551.144384_rt;
+            return 551.1444002839926_rt;
         }
         else if constexpr (spec == Ge63) {
-            return 530.379108_rt;
+            return 530.377935147997_rt;
         }
         else if constexpr (spec == Ge64) {
-            return 545.8446720000001_rt;
+            return 545.8452532479932_rt;
         }
 
 
diff --git a/networks/sn160/actual_rhs.H b/networks/sn160/actual_rhs.H
index 19b6fe1af..eff7fd5f9 100644
--- a/networks/sn160/actual_rhs.H
+++ b/networks/sn160/actual_rhs.H
@@ -10,7 +10,9 @@
 #include <jacobian_utilities.H>
 #include <screen.H>
 #include <microphysics_autodiff.H>
+#ifdef NEUTRINOS
 #include <sneut5.H>
+#endif
 #include <reaclib_rates.H>
 #include <table_rates.H>
 
@@ -8809,7 +8811,7 @@ void evaluate_rates(const burn_t& state, T& rate_eval) {
 
     // Fill approximate rates
 
-    fill_approx_rates<do_T_derivatives, T>(tfactors, rate_eval);
+    fill_approx_rates<do_T_derivatives, T>(tfactors, state.rho, Y, rate_eval);
 
     // Calculate tabular rates
 
@@ -12232,9 +12234,12 @@ void actual_rhs (burn_t& state, amrex::Array1D<amrex::Real, 1, neqs>& ydot)
 
     // Get the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real sneut{};
+#ifdef NEUTRINOS
     constexpr int do_derivatives{0};
+    amrex::Real dsneutdt{}, dsneutdd{}, dsnuda{}, dsnudz{};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
+#endif
 
     // Append the energy equation (this is erg/g/s)
 
@@ -19866,7 +19871,9 @@ void actual_jac(const burn_t& state, MatrixType& jac)
 
     // Account for the thermal neutrino losses
 
-    amrex::Real sneut, dsneutdt, dsneutdd, dsnuda, dsnudz;
+    amrex::Real dsneutdt{};
+#ifdef NEUTRINOS
+    amrex::Real sneut, dsneutdd, dsnuda, dsnudz;
     constexpr int do_derivatives{1};
     sneut5<do_derivatives>(state.T, state.rho, state.abar, state.zbar, sneut, dsneutdt, dsneutdd, dsnuda, dsnudz);
 
@@ -19874,7 +19881,7 @@ void actual_jac(const burn_t& state, MatrixType& jac)
        amrex::Real b1 = (-state.abar * state.abar * dsnuda + (zion[j-1] - state.zbar) * state.abar * dsnudz);
        jac.add(net_ienuc, j, -b1);
     }
-
+#endif
 
     // Evaluate the Jacobian elements with respect to energy by
     // calling the RHS using d(rate) / dT and then transform them
diff --git a/networks/sn160/partition_functions.H b/networks/sn160/partition_functions.H
index ed59be7fd..02e093976 100644
--- a/networks/sn160/partition_functions.H
+++ b/networks/sn160/partition_functions.H
@@ -17,21 +17,21 @@ namespace part_fun {
 
     // interpolation routine
 
-    template <int npts>
+    template <typename T>
     AMREX_GPU_HOST_DEVICE AMREX_INLINE
-    void interpolate_pf(const amrex::Real t9, const amrex::Real (&temp_array)[npts], const amrex::Real (&pf_array)[npts],
+    void interpolate_pf(const amrex::Real t9, const T& temp_array, const T& pf_array,
                         amrex::Real& pf, amrex::Real& dpf_dT) {
 
-        if (t9 >= temp_array[0] && t9 < temp_array[npts-1]) {
+        if (t9 >= temp_array.lo() && t9 < temp_array.hi()) {
 
             // find the largest temperature element <= t9 using a binary search
 
-            int left = 0;
-            int right = npts;
+            int left = temp_array.lo();
+            int right = temp_array.hi();
 
             while (left < right) {
                 int mid = (left + right) / 2;
-                if (temp_array[mid] > t9) {
+                if (temp_array(mid) > t9) {
                     right = mid;
                 } else {
                     left = mid + 1;
@@ -44,11 +44,12 @@ namespace part_fun {
 
             // construct the slope -- this is (log10(pf_{i+1}) - log10(pf_i)) / (T_{i+1} - T_i)
 
-            amrex::Real slope = (pf_array[idx+1] - pf_array[idx]) / (temp_array[idx+1] - temp_array[idx]);
+            amrex::Real slope = (pf_array(idx+1) - pf_array(idx)) /
+                                (temp_array(idx+1) - temp_array(idx));
 
             // find the PF
 
-            amrex::Real log10_pf = pf_array[idx] + slope * (t9 - temp_array[idx]);
+            amrex::Real log10_pf = pf_array(idx) + slope * (t9 - temp_array(idx));
             pf = std::pow(10.0_rt, log10_pf);
 
             // find the derivative (with respect to T, not T9)
diff --git a/networks/sn160/partition_functions_data.cpp b/networks/sn160/partition_functions_data.cpp
new file mode 100644
index 000000000..e4dc2a8c0
--- /dev/null
+++ b/networks/sn160/partition_functions_data.cpp
@@ -0,0 +1,14 @@
+#include <AMReX_Array.H>
+#include <string>
+#include <table_rates.H>
+#include <AMReX_Print.H>
+
+#include <partition_functions.H>
+
+using namespace amrex;
+
+namespace part_fun {
+
+
+}
+
diff --git a/networks/sn160/reaclib_rates.H b/networks/sn160/reaclib_rates.H
index 1bc011af9..29b9f761d 100644
--- a/networks/sn160/reaclib_rates.H
+++ b/networks/sn160/reaclib_rates.H
@@ -65809,7 +65809,10 @@ fill_reaclib_rates(const tf_t& tfactors, T& rate_eval)
 template <int do_T_derivatives, typename T>
 AMREX_GPU_HOST_DEVICE AMREX_INLINE
 void
-fill_approx_rates([[maybe_unused]] const tf_t& tfactors, [[maybe_unused]] T& rate_eval)
+fill_approx_rates([[maybe_unused]] const tf_t& tfactors,
+                  [[maybe_unused]] const amrex::Real rho,
+                  [[maybe_unused]] const amrex::Array1D<amrex::Real, 1, NumSpec>& Y,
+                  [[maybe_unused]] T& rate_eval)
 {
 
     [[maybe_unused]] amrex::Real rate{};