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42_weights_forecast_level2.md

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index variable weight unadjusted OR TP TN FP FN AUC Single
0 Diagnosis:Secondary malignant neoplasm of trunk (disorder) sid:94649002 94575006[count>0] 0.004 12.134 [6.339, 23.225] 24.0 1634.0 202.0 16.0 0.745
1 Diagnosis:Neoplasm, metastatic (morphologic abnormality) sid:14799000 110459008[count>2] 0.003 11.397 [5.811, 22.355] 27.0 1553.0 283.0 13.0 0.760
2 Diagnosis:Secondary malignant neoplasm of brain C79.31[count>0] 0.003 20.642 [10.593, 40.224] 18.0 1766.0 70.0 22.0 0.706
3 Diagnosis:Metastatic cancer sid:128462008 314987003[count>2] 0.003 11.397 [5.811, 22.355] 27.0 1553.0 283.0 13.0 0.760
4 Diagnosis:Chest mass sid:440299000 309529002[count>0] 0.003 5.491 [2.843, 10.606] 26.0 1372.0 464.0 14.0 0.699
5 Diagnosis:Malignant neoplasm of central nervous system sid:372062007 93744007[count>0] 0.003 20.339 [10.443, 39.612] 18.0 1765.0 71.0 22.0 0.706
6 ProcedureCPT:224 Cancer chemotherapy 96400[count>0] 0.003 8.174 [4.177, 15.995] 27.0 1464.0 372.0 13.0 0.736
7 Diagnosis:Cancer metastatic to CNS (central nervous system) sid:94243009 94225005[count>0] 0.003 20.339 [10.443, 39.612] 18.0 1765.0 71.0 22.0 0.706
8 Diagnosis:Secondary malignant neoplasm of unspecified site C79.9[count>0] 0.003 23.811 [12.282, 46.162] 20.0 1762.0 74.0 20.0 0.730
9 Diagnosis:Cancer metastatic to brain sid:94225005 285641009[count>0] 0.003 20.642 [10.593, 40.224] 18.0 1766.0 70.0 22.0 0.706
10 Diagnosis:Malignant tumor of nervous system sid:372063002 254986007[count>0] 0.003 18.691 [9.627, 36.286] 18.0 1759.0 77.0 22.0 0.704
11 Diagnosis:Neoplasm, metastatic (morphologic abnormality) sid:14799000 110459008[count>0] 0.002 9.907 [4.988, 19.677] 28.0 1486.0 350.0 12.0 0.755
12 Diagnosis:Encounter for antineoplastic chemotherapy Z51.11[count>2] 0.002 6.700 [3.553, 12.633] 21.0 1576.0 260.0 19.0 0.692
13 Diagnosis:Malignant neoplasm of lower respiratory tract sid:430621000 363493006[count>2] 0.002 8.204 [4.276, 15.742] 25.0 1526.0 310.0 15.0 0.728
14 Diagnosis:Malignant neoplasm of brain sid:428061005 363471001[count>0] 0.002 20.642 [10.593, 40.224] 18.0 1766.0 70.0 22.0 0.706
15 Diagnosis:Cancer metastatic to nervous system sid:94442001 94243009[count>2] 0.002 18.458 [9.352, 36.433] 16.0 1772.0 64.0 24.0 0.683
16 Diagnosis:Secondary malignant neoplasm of head (disorder) sid:94326009 94196006[count>2] 0.002 13.905 [7.119, 27.157] 16.0 1752.0 84.0 24.0 0.677
17 Diagnosis:Encephalomyelopathy sid:370502006 27873005[count>0] 0.002 13.585 [6.798, 27.145] 14.0 1766.0 70.0 26.0 0.656
18 Diagnosis:Disorder of carbohydrate metabolism (disorder) sid:20957000 237597000[count>0] 0.002 0.047 [0.006, 0.345] 1.0 1190.0 646.0 39.0 0.337
19 Diagnosis:Cancer metastatic to lymph nodes sid:94392001 285644001[count>0] 0.002 11.490 [6.044, 21.841] 20.0 1689.0 147.0 20.0 0.710
20 Diagnosis:Malignant (primary) neoplasm, unspecified C80.1[count>0] 0.002 8.997 [4.737, 17.087] 23.0 1596.0 240.0 17.0 0.722
21 Diagnosis:Cancer metastatic to respiratory tract sid:94515004 94641004[count>0] 0.002 12.784 [6.563, 24.902] 16.0 1745.0 91.0 24.0 0.675
22 Diagnosis:Disorder of haematopoietic cell proliferation sid:414026006 277466009[count>0] 0.002 0.000 [0.000, 0.000] 0.0 1290.0 546.0 40.0 0.351
23 Diagnosis:Malignant neoplasm of connective tissue sid:448274000 94482008[count>0] 0.002 8.231 [4.327, 15.657] 18.0 1670.0 166.0 22.0 0.680
24 Diagnosis:Metastatic cancer sid:128462008 314987003[count>10] 0.002 10.557 [5.567, 20.020] 21.0 1662.0 174.0 19.0 0.715
25 Diagnosis:Proliferation of haematopoietic cell type sid:415181008 414629003[count>0] 0.002 0.000 [0.000, 0.000] 0.0 1290.0 546.0 40.0 0.351
26 Diagnosis:Other long term (current) drug therapy Z79.899[count>2] 0.002 7.242 [3.590, 14.608] 29.0 1346.0 490.0 11.0 0.729
27 Diagnosis:Malignant (primary) neoplasm, unspecified C80.1[count>2] 0.002 10.319 [5.425, 19.627] 19.0 1688.0 148.0 21.0 0.697
28 Diagnosis:Cancer metastatic to lung sid:94391008 233940007[count>0] 0.002 14.444 [7.386, 28.246] 16.0 1755.0 81.0 24.0 0.678
29 Diagnosis:Mass of respiratory structure (finding) sid:300851005 309529002[count>2] 0.002 5.985 [3.063, 11.694] 27.0 1363.0 473.0 13.0 0.709
30 Diagnosis:Neoplasm of brain (disorder) sid:126952004 126953009[count>0] 0.002 9.471 [4.967, 18.060] 18.0 1690.0 146.0 22.0 0.685
31 demographics_age[between_70_and_80] 0.002 0.000 [0.000, 0.000] 0.0 1203.0 633.0 40.0 0.328
32 Diagnosis:Malignant tumor of nervous system sid:372063002 254986007[count>2] 0.002 18.458 [9.352, 36.433] 16.0 1772.0 64.0 24.0 0.683
33 Diagnosis:Cancer metastatic to nervous system sid:94442001 94243009[count>0] 0.002 18.691 [9.627, 36.286] 18.0 1759.0 77.0 22.0 0.704
34 Diagnosis:Disorder of haematopoietic cell proliferation sid:414026006 277466009[count>2] 0.002 0.000 [0.000, 0.000] 0.0 1330.0 506.0 40.0 0.362
35 Diagnosis:Clinical evaluation sid:386053000 103705002[count>10] 0.002 0.134 [0.052, 0.343] 5.0 888.0 948.0 35.0 0.304
36 Diagnosis:Secondary malignant neoplasm of other parts of nervous system C79.49[count>2] 0.002 18.115 [8.952, 36.655] 14.0 1783.0 53.0 26.0 0.661
37 Diagnosis:Secondary malignant neoplasm of head (disorder) sid:94326009 94196006[count>0] 0.002 12.963 [6.752, 24.889] 18.0 1727.0 109.0 22.0 0.695
38 Diagnosis:Cancer metastatic to brain sid:94225005 285641009[count>10] 0.002 21.079 [10.153, 43.763] 13.0 1795.0 41.0 27.0 0.651
39 Diagnosis:Observation of lymph node and lymphatics sid:302060005 301855007[count>0] 0.002 11.490 [6.044, 21.841] 20.0 1689.0 147.0 20.0 0.710
40 Diagnosis:Malignant tumor of spinal cord (disorder) sid:363475005 94068003[count>2] 0.002 19.637 [9.664, 39.903] 14.0 1787.0 49.0 26.0 0.662
41 Diagnosis:Lung mass (finding) sid:309529002 309530007[count>10] 0.002 9.041 [4.778, 17.107] 21.0 1636.0 200.0 19.0 0.708
42 Diagnosis:Medical therapy (procedure) sid:243121000 309513005[count>0] 0.002 10.922 [5.751, 20.742] 20.0 1682.0 154.0 20.0 0.708
43 Diagnosis:Neoplasm of lymphoid system structure sid:443495005 127232002[count>0] 0.002 5.965 [3.167, 11.237] 21.0 1549.0 287.0 19.0 0.684
44 Diagnosis:Neoplasm, metastatic (morphologic abnormality) sid:14799000 110459008[count>10] 0.002 10.557 [5.567, 20.020] 21.0 1662.0 174.0 19.0 0.715
45 Diagnosis:Neoplasm of spinal cord (disorder) sid:126962006 254947008[count>2] 0.002 18.473 [9.120, 37.418] 14.0 1784.0 52.0 26.0 0.661
46 Diagnosis:Neoplasm of thorax (disorder) sid:255058005 188361007[count>2] 0.002 6.871 [3.609, 13.079] 24.0 1507.0 329.0 16.0 0.710
47 Diagnosis:Neoplasm of thorax (disorder) sid:255058005 188361007[count>0] 0.002 6.429 [3.356, 12.315] 25.0 1458.0 378.0 15.0 0.710
48 Diagnosis:Lung mass (finding) sid:309529002 309530007[count>2] 0.002 8.236 [4.292, 15.804] 25.0 1527.0 309.0 15.0 0.728
49 Diagnosis:Procedure (procedure) sid:71388002 243120004[count>2] 0.002 10.438 [2.510, 43.406] 38.0 651.0 1185.0 2.0 0.652
50 Diagnosis:Malignant neoplasm of unspecified part of right bronchus or lung C34.91[count>0] 0.002 7.385 [3.913, 13.941] 21.0 1597.0 239.0 19.0 0.697
51 Diagnosis:Malignant neoplasm of thorax (disorder) sid:188361007 281563002[count>2] 0.002 7.053 [3.704, 13.428] 24.0 1514.0 322.0 16.0 0.712
52 Diagnosis:Regimes and therapies (regime/therapy) sid:243120004 225302006[count>2] 0.002 6.132 [3.042, 12.364] 29.0 1284.0 552.0 11.0 0.712
53 ProcedureCPT:Cancer chemotherapy ccs group 224 51720[count>2] 0.002 7.667 [3.963, 14.833] 26.0 1478.0 358.0 14.0 0.728
54 ProcedureCPT:Other therapeutic procedures ccs group 231 0038T[count>10] 0.002 6.167 [3.112, 12.221] 28.0 1332.0 504.0 12.0 0.713
55 Diagnosis:Cancer metastatic to CNS (central nervous system) sid:94243009 94225005[count>2] 0.002 18.458 [9.352, 36.433] 16.0 1772.0 64.0 24.0 0.683
56 Diagnosis:CA - Lung cancer sid:363358000 93880001[count>2] 0.002 8.427 [4.440, 15.993] 23.0 1582.0 254.0 17.0 0.718
57 Diagnosis:Neoplasm of lower respiratory tract sid:254618003 233814000[count>0] 0.002 7.383 [3.817, 14.281] 26.0 1467.0 369.0 14.0 0.725
58 ProcedureCPT:224 Cancer chemotherapy 96400[count>2] 0.002 7.667 [3.963, 14.833] 26.0 1478.0 358.0 14.0 0.728
59 Diagnosis:Neoplasm of lung (disorder) sid:126713003 254624009[count>10] 0.002 9.224 [4.859, 17.510] 19.0 1672.0 164.0 21.0 0.693