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37_weights_forecast.md

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index variable beta coef unadjusted OR TP TN FP FN AUC Single
0 demographics_GENDER_Female -6.235 0.000 [0.000, 0.001] 3.0 544779.0 1068620.0 3909.0 0.169
1 demographics_age[between_70_and_80] 2.488 3.493 [3.267, 3.735] 1281.0 1416037.0 197362.0 2631.0 0.603
2 demographics_age[between_80_and_90] 2.429 3.075 [2.809, 3.367] 549.0 1532071.0 81328.0 3363.0 0.545
3 demographics_age[between_60_and_70] 2.194 2.244 [2.103, 2.396] 1414.0 1288454.0 324945.0 2498.0 0.580
4 demographics_age[between_90_and_100] 1.687 1.901 [1.442, 2.508] 51.0 1602268.0 11131.0 3861.0 0.503
5 demographics_age[between_20_and_30] -1.480 0.000 [0.000, 0.000] 0.0 1489268.0 124131.0 3912.0 0.462
6 demographics_age[between_30_and_40] -1.243 0.013 [0.006, 0.028] 6.0 1439377.0 174022.0 3906.0 0.447
7 Diagnosis:Elevated PSA sid:396152005 396151003[count>0] 1.150 16.162 [14.518, 17.992] 382.0 1602668.0 10731.0 3530.0 0.545
8 demographics_age[between_50_and_60] 0.917 0.607 [0.554, 0.666] 529.0 1283033.0 330366.0 3383.0 0.465
9 demographics_age[between_1_and_10] -0.811 0.000 [0.000, 0.000] 0.0 1566413.0 46986.0 3912.0 0.485
10 demographics_age[between_10_and_20] -0.686 0.013 [0.003, 0.051] 2.0 1551089.0 62310.0 3910.0 0.481
11 demographics_RACE_African American (Black) 0.549 1.511 [1.376, 1.658] 509.0 1468039.0 145360.0 3403.0 0.520
12 demographics_RACE_Unknown -0.506 0.512 [0.442, 0.593] 186.0 1470096.0 143303.0 3726.0 0.479
13 Diagnosis:Clinical finding sid:404684003 250171008[count>2] -0.462 0.746 [0.693, 0.803] 2985.0 303471.0 1309928.0 927.0 0.476
14 demographics_age[between_40_and_50] -0.282 0.115 [0.092, 0.143] 80.0 1365425.0 247974.0 3832.0 0.433
15 Diagnosis:Assessment sid:129265001 185469009[count>2] -0.252 0.383 [0.336, 0.436] 241.0 1377280.0 236119.0 3671.0 0.458
16 Diagnosis:Postprocedural state finding (finding) sid:128926000 10593005[count>0] -0.248 1.045 [0.921, 1.187] 257.0 1511724.0 101675.0 3655.0 0.501
17 Diagnosis:Disorder of trunk sid:128121009 280133005[count>2] 0.238 1.523 [1.429, 1.623] 1658.0 1087924.0 525475.0 2254.0 0.549
18 ProcedureCPT:Therapeutic exercises 97110[count>0] 0.233 1.316 [1.090, 1.590] 111.0 1578382.0 35017.0 3801.0 0.503
19 ProcedureCPT:automated, without microscopy 81003[count>0] 0.217 1.687 [1.416, 2.010] 130.0 1581176.0 32223.0 3782.0 0.507
20 Lab:Platelet mean volume [Entitic volume] in Blood 28542-9[normedValue_sd_between_-0.5,0.5] -0.214 0.954 [0.820, 1.110] 176.0 1537497.0 75902.0 3736.0 0.499
21 Diagnosis:Overweight (finding) sid:238131007 275947003[count>0] -0.210 0.731 [0.627, 0.852] 172.0 1517921.0 95478.0 3740.0 0.492
22 Lab:Urobilinogen [Units/volume] in Urine by Test strip 19161-9[normedValue_sd_between_-0.5,0.5] 0.187 1.360 [1.195, 1.547] 246.0 1537514.0 75885.0 3666.0 0.508
23 Diagnosis:Disease (disorder) sid:64572001 173300003[count>0] -0.179 1.286 [1.172, 1.411] 3397.0 263178.0 1350221.0 515.0 0.516
24 ProcedureCPT:Other diagnostic procedures (interview, evaluation, consultation) ccs group 227 0074T[count>0] -0.178 0.617 [0.554, 0.688] 364.0 1383510.0 229889.0 3548.0 0.475
25 Diagnosis:Structure of skin and/or mucous membrane sid:707862002 276327007[count>2] -0.171 0.753 [0.667, 0.850] 283.0 1461958.0 151441.0 3629.0 0.489
26 Diagnosis:Neoplasm sid:55342001 109355002[count>0] 0.169 0.875 [0.804, 0.952] 646.0 1315886.0 297513.0 3266.0 0.490
27 Diagnosis:Disorder of digestive organ sid:76712006 235856003[count>0] -0.159 0.942 [0.868, 1.022] 706.0 1307740.0 305659.0 3206.0 0.496
28 Diagnosis:Mycotic disease sid:3218000 110276005[count>0] 0.153 1.035 [0.826, 1.298] 77.0 1582706.0 30693.0 3835.0 0.500
29 Diagnosis:Genitourinary finding sid:118238000 300479008[count>0] 0.152 1.539 [1.437, 1.648] 1155.0 1268153.0 345246.0 2757.0 0.541
30 Diagnosis:Inflammation of specific body organs (disorder) sid:363169009 236781003[count>0] 0.148 0.953 [0.883, 1.028] 858.0 1245951.0 367448.0 3054.0 0.496
31 Diagnosis:Disorder of head sid:118934005 192640001[count>2] -0.143 0.733 [0.659, 0.815] 374.0 1410028.0 203371.0 3538.0 0.485
32 Diagnosis:Traumatic and/or non-traumatic injury of anatomical site (disorder) sid:609411003 127294003[count>0] 0.141 1.395 [1.278, 1.524] 586.0 1432510.0 180889.0 3326.0 0.519
33 Diagnosis:© 2002-2018 International Health Terminology Standards Development Organisation (IHTSDO). All rights reserved. SNOMED CT®, was originally created by The College of American Pathologists. "SNOMED" and "SNOMED CT" are registered trademarks of the IHTSDO. sid:138875005 254291000[count>10] -0.139 0.900 [0.846, 0.959] 1959.0 763176.0 850223.0 1953.0 0.487
34 Diagnosis:Colorectal cancer sid:363510005 93854002[count>2] -0.133 0.719 [0.530, 0.975] 42.0 1589402.0 23997.0 3870.0 0.498
35 Diagnosis:Effusion (morphologic abnormality) sid:41699000 125310008[count>0] 0.132 1.762 [1.429, 2.173] 90.0 1592123.0 21276.0 3822.0 0.505
36 Diagnosis:Disorder of neck sid:118939000 186414001[count>0] 0.128 1.133 [1.040, 1.235] 621.0 1383076.0 230323.0 3291.0 0.508
37 demographics_ETHNICITY_Not of Spanish/Hispanic Origin -0.122 0.921 [0.857, 0.990] 994.0 1177759.0 435640.0 2918.0 0.492
38 ProcedureCPT:226 Other diagnostic radiology and related techniques 0286T[count>0] -0.120 0.575 [0.498, 0.665] 193.0 1479935.0 133464.0 3719.0 0.483
39 Diagnosis:Organic erectile dysfunction sid:198036002 236752004[count>2] 0.116 4.205 [3.241, 5.457] 58.0 1607646.0 5753.0 3854.0 0.506
40 Diagnosis:Patient encounter status (finding) sid:305058001 185324002[count>2] -0.110 0.589 [0.533, 0.651] 434.0 1331266.0 282133.0 3478.0 0.468
41 Diagnosis:Clinical history and observations sid:250171008 105499002[count>10] -0.101 0.960 [0.861, 1.072] 352.0 1462779.0 150620.0 3560.0 0.498
42 Diagnosis:Atherosclerosis of native coronary artery of transplanted heart with other forms of angina pectoris I25.758[count>0] 0.095 3.268 [2.747, 3.887] 133.0 1596208.0 17191.0 3779.0 0.512
43 Diagnosis:Disorder of body system (disorder) sid:362965005 283985007[count>10] -0.093 1.190 [1.115, 1.270] 1422.0 1090258.0 523141.0 2490.0 0.520
44 Diagnosis:Disorder of pelvis (disorder) sid:609620004 42643001[count>2] -0.093 1.595 [1.437, 1.770] 395.0 1507247.0 106152.0 3517.0 0.518
45 Diagnosis:Inflammation of specific body organs (disorder) sid:363169009 236781003[count>2] 0.093 0.898 [0.815, 0.989] 469.0 1400909.0 212490.0 3443.0 0.494
46 Diagnosis:Pain in left lower limb sid:287047008 12237111000119107[count>0] 0.088 1.198 [1.008, 1.425] 133.0 1567364.0 46035.0 3779.0 0.503
47 Lab:Basophils/100 leukocytes in Blood 30180-4[normedValue_sd_between_-0.5,0.5] -0.083 0.862 [0.761, 0.976] 265.0 1487944.0 125455.0 3647.0 0.495
48 Diagnosis:Enlargement sid:442021009 56246009[count>0] 0.081 1.131 [0.994, 1.288] 244.0 1523788.0 89611.0 3668.0 0.503
49 Diagnosis:Atherosclerosis of native coronary artery of transplanted heart with angina pectoris with documented spasm I25.751[count>0] 0.081 3.268 [2.747, 3.887] 133.0 1596208.0 17191.0 3779.0 0.512
50 ProcedureCPT:Other diagnostic procedures (interview, evaluation, consultation) ccs group 227 0074T[count>2] -0.080 0.574 [0.499, 0.659] 212.0 1466891.0 146508.0 3700.0 0.482
51 Diagnosis:Observation of region of thorax sid:298705000 298720006[count>10] -0.080 1.339 [1.216, 1.475] 470.0 1464137.0 149262.0 3442.0 0.514
52 Diagnosis:Procedure by intent (procedure) sid:362961001 169443000[count>0] 0.077 0.342 [0.310, 0.378] 451.0 1168729.0 444670.0 3461.0 0.420
53 Diagnosis:Laboratory test (procedure) sid:15220000 103766003[count>0] 0.075 2.295 [2.151, 2.449] 1480.0 1275277.0 338122.0 2432.0 0.584
54 Diagnosis:Abnormal (qualifier value) sid:263654008 12380008[count>0] -0.072 0.931 [0.846, 1.026] 471.0 1406657.0 206742.0 3441.0 0.496
55 Diagnosis:Disorder of large intestine (disorder) sid:119523007 235766003[count>0] 0.071 1.244 [1.098, 1.411] 262.0 1525410.0 87989.0 3650.0 0.506
56 Diagnosis:Genitourinary finding sid:118238000 300479008[count>2] 0.070 1.608 [1.484, 1.743] 732.0 1411347.0 202052.0 3180.0 0.531
57 ProcedureCPT:Enteral and parenteral nutrition [223.]ccs group16.34 96.6[count>2] -0.070 0.785 [0.738, 0.836] 2031.0 679411.0 933988.0 1881.0 0.470
58 Diagnosis:Atherosclerosis of native coronary artery of transplanted heart with unspecified angina pectoris I25.759[count>0] 0.067 3.268 [2.747, 3.887] 133.0 1596208.0 17191.0 3779.0 0.512
59 Diagnosis:Cholesterol measurement (procedure) sid:77068002 104584009[count>0] -0.067 1.191 [1.029, 1.379] 188.0 1547796.0 65603.0 3724.0 0.504