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10_weights_forecast.md

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index variable beta coef unadjusted OR TP TN FP FN AUC Single
0 demographics_age[between_70_and_80] 1.269 3.001 [2.835, 3.177] 1691.0 1410028.0 197558.0 4022.0 0.587
1 demographics_age[between_80_and_90] 0.931 2.531 [2.335, 2.744] 675.0 1526767.0 80819.0 5038.0 0.534
2 demographics_age[between_20_and_30] -0.893 0.119 [0.091, 0.154] 56.0 1483837.0 123749.0 5657.0 0.466
3 demographics_age[between_60_and_70] 0.803 1.568 [1.481, 1.661] 1627.0 1282091.0 325495.0 4086.0 0.541
4 demographics_GENDER_Female -0.756 0.350 [0.332, 0.369] 2285.0 553071.0 1054515.0 3428.0 0.372
5 Diagnosis:Autosomal hereditary disorder (disorder) sid:1899006 109620006[count>0] 0.687 2.775 [2.053, 3.752] 43.0 1603205.0 4381.0 5670.0 0.502
6 Diagnosis:Heart valve structure sid:17401000 181285005[count>0] 0.488 3.413 [3.156, 3.691] 727.0 1541725.0 65861.0 4986.0 0.543
7 demographics_age[between_90_and_100] 0.451 2.031 [1.625, 2.538] 79.0 1596563.0 11023.0 5634.0 0.503
8 Diagnosis:Systemic arterial observation sid:301139003 301140001[count>0] 0.403 4.340 [4.020, 4.685] 768.0 1552042.0 55544.0 4945.0 0.550
9 Diagnosis:CVS disease - cardiovascular system disease sid:49601007 105980002[count>0] 0.398 3.066 [2.909, 3.231] 3293.0 1113396.0 494190.0 2420.0 0.634
10 demographics_age[between_30_and_40] -0.392 0.243 [0.208, 0.284] 163.0 1434405.0 173181.0 5550.0 0.460
11 Diagnosis:Cancer of skin sid:372130007 255096006[count>0] -0.363 1.151 [0.936, 1.415] 92.0 1585047.0 22539.0 5621.0 0.501
12 demographics_RACE_Unknown -0.337 0.470 [0.414, 0.534] 250.0 1464985.0 142601.0 5463.0 0.478
13 Diagnosis:Clinical finding sid:404684003 250171008[count>2] -0.308 1.271 [1.183, 1.365] 4829.0 303411.0 1304175.0 884.0 0.517
14 demographics_age[between_10_and_20] -0.298 0.269 [0.209, 0.346] 61.0 1545487.0 62099.0 5652.0 0.486
15 Diagnosis:Urine blood test (procedure) sid:307821001 167296002[count>0] 0.294 2.394 [2.091, 2.741] 220.0 1581134.0 26452.0 5493.0 0.511
16 Diagnosis:Disease due to virus sid:34014006 186504007[count>0] -0.288 0.845 [0.749, 0.953] 280.0 1515203.0 92383.0 5433.0 0.496
17 Diagnosis:Inflamed joint (finding) sid:298160000 298161001[count>2] -0.275 1.193 [1.016, 1.401] 154.0 1571112.0 36474.0 5559.0 0.502
18 Diagnosis:Cerebral aneurysm, nonruptured sid:42994005 276224003[count>0] 0.273 11.570 [8.867, 15.098] 57.0 1606187.0 1399.0 5656.0 0.505
19 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>0] -0.270 0.633 [0.416, 0.963] 5691.0 3923.0 1603663.0 22.0 0.499
20 Diagnosis:Other chronic pain G89.29[count>0] 0.261 1.832 [1.571, 2.138] 168.0 1581439.0 26147.0 5545.0 0.507
21 Diagnosis:Acute disease (disorder) sid:2704003 111273006[count>2] 0.254 2.167 [2.004, 2.345] 717.0 1507752.0 99834.0 4996.0 0.532
22 Diagnosis:Arterial aneurysm (disorder) sid:233981004 233989002[count>0] 0.251 9.147 [7.136, 11.726] 65.0 1605566.0 2020.0 5648.0 0.505
23 Diagnosis:Musculoskeletal injury sid:105606008 284003005[count>0] 0.243 1.331 [1.196, 1.482] 358.0 1530702.0 76884.0 5355.0 0.507
24 Diagnosis:Observation of region of thorax sid:298705000 298720006[count>0] 0.241 2.355 [2.235, 2.480] 2887.0 1121172.0 486414.0 2826.0 0.601
25 Diagnosis:Mass (morphologic abnormality) sid:4147007 103605005[count>0] 0.241 1.229 [1.159, 1.304] 1495.0 1247852.0 359734.0 4218.0 0.519
26 Diagnosis:Lung observations sid:301230006 301231005[count>0] 0.240 2.818 [2.593, 3.062] 632.0 1539624.0 67962.0 5081.0 0.534
27 Diagnosis:Viral screening status (finding) sid:309406008 171123001[count>0] -0.233 0.468 [0.329, 0.667] 31.0 1589077.0 18509.0 5682.0 0.497
28 Diagnosis:Mitral valve observation sid:301101006 301103009[count>0] -0.229 2.380 [2.124, 2.669] 314.0 1569247.0 38339.0 5399.0 0.516
29 Diagnosis:Procedure on organ (procedure) sid:118717007 229931005[count>0] -0.228 0.772 [0.722, 0.826] 1023.0 1253551.0 354035.0 4690.0 0.479
30 Diagnosis:Breast finding (finding) sid:116339002 102888000[count>2] -0.222 0.480 [0.406, 0.568] 141.0 1527141.0 80445.0 5572.0 0.487
31 Lab:MCH [Entitic mass] by Automated count 785-6[normedValue_sd_between_-0.5,0.5] -0.221 1.292 [1.175, 1.420] 471.0 1503055.0 104531.0 5242.0 0.509
32 Diagnosis:Lesion of neck (finding) sid:298397000 283074008[count>0] 0.210 2.169 [1.959, 2.403] 398.0 1553947.0 53639.0 5315.0 0.518
33 Diagnosis:Lesion sid:52988006 26506001[count>0] -0.210 1.345 [1.277, 1.417] 2664.0 974499.0 633087.0 3049.0 0.536
34 Diagnosis:Unspecified asthma, uncomplicated J45.909[count>0] -0.209 0.950 [0.824, 1.095] 198.0 1549026.0 58560.0 5515.0 0.499
35 Diagnosis:Tobacco use sid:110483000 77176002[count>2] 0.208 2.619 [2.149, 3.191] 101.0 1596613.0 10973.0 5612.0 0.505
36 Diagnosis:Low back pain (disorder) sid:279039007 202794004[count>2] -0.200 1.141 [0.980, 1.329] 171.0 1565259.0 42327.0 5542.0 0.502
37 Diagnosis:Observation of neck region sid:298378000 298397000[count>10] -0.199 1.760 [1.555, 1.991] 265.0 1564346.0 43240.0 5448.0 0.510
38 Diagnosis:Finding by method (finding) sid:118240005 118241009[count>0] -0.198 1.797 [1.566, 2.063] 211.0 1574003.0 33583.0 5502.0 0.508
39 Diagnosis:Growth alteration (morphologic abnormality) sid:57697001 103681003[count>2] 0.196 1.902 [1.471, 2.461] 59.0 1598816.0 8770.0 5654.0 0.502
40 Diagnosis:Measurement finding below reference range sid:442686002 131177005[count>0] 0.193 1.821 [1.671, 1.984] 585.0 1512813.0 94773.0 5128.0 0.522
41 Diagnosis:Observation of functional performance and activity sid:248536006 105501005[count>0] 0.192 2.152 [1.928, 2.401] 342.0 1561385.0 46201.0 5371.0 0.516
42 Diagnosis:Lesion of neck (finding) sid:298397000 283074008[count>2] 0.191 2.296 [1.990, 2.650] 195.0 1583221.0 24365.0 5518.0 0.509
43 Diagnosis:CVS disease - cardiovascular system disease sid:49601007 105980002[count>2] 0.188 3.132 [2.973, 3.299] 2750.0 1240076.0 367510.0 2963.0 0.626
44 Diagnosis:Screening for disorder (procedure) sid:312851005 171228002[count>2] 0.185 1.161 [1.033, 1.305] 298.0 1534821.0 72765.0 5415.0 0.503
45 Diagnosis:Anatomical or acquired body structure sid:442083009 91723000[count>10] -0.176 1.769 [1.678, 1.864] 3202.0 934101.0 673485.0 2511.0 0.571
46 ProcedureCPT:197 Other diagnostic ultrasound 37250[count>0] 0.173 1.082 [0.947, 1.237] 226.0 1548658.0 58928.0 5487.0 0.501
47 Diagnosis:Observation of trunk structure sid:302292003 309524007[count>10] -0.172 2.126 [2.011, 2.246] 1888.0 1304644.0 302942.0 3825.0 0.571
48 demographics_age[between_50_and_60] 0.168 0.705 [0.656, 0.758] 874.0 1279717.0 327869.0 4839.0 0.475
49 Diagnosis:Cardiac pacemaker in situ (finding) sid:441509002 441977006[count>0] -0.164 1.966 [1.598, 2.417] 92.0 1594310.0 13276.0 5621.0 0.504
50 Diagnosis:Swelling of body region (finding) sid:300888008 274755005[count>0] 0.161 1.662 [1.437, 1.922] 189.0 1575156.0 32430.0 5524.0 0.506
51 Diagnosis:Rheumatic mitral valve disease, unspecified I05.9[count>0] -0.158 2.027 [1.762, 2.331] 205.0 1578599.0 28987.0 5508.0 0.509
52 Diagnosis:Mental disorder (disorder) sid:74732009 192616009[count>0] -0.153 1.259 [1.160, 1.367] 645.0 1460041.0 147545.0 5068.0 0.511
53 Diagnosis:Congenital cardiovascular disorder sid:762228008 9904008[count>0] 0.153 3.944 [3.313, 4.696] 131.0 1598078.0 9508.0 5582.0 0.509
54 Diagnosis:Type 2 diabetes mellitus without complications E11.9[count>0] -0.148 2.120 [1.956, 2.298] 674.0 1512178.0 95408.0 5039.0 0.529
55 Diagnosis:Ear, nose and throat sid:385383008 117590005[count>2] 0.144 1.262 [1.153, 1.382] 517.0 1490140.0 117446.0 5196.0 0.509
56 Diagnosis:Postprocedural state finding (finding) sid:128926000 10593005[count>10] 0.144 3.039 [2.547, 3.627] 127.0 1595649.0 11937.0 5586.0 0.507
57 Diagnosis:Deformity of limb sid:445144002 298747001[count>0] -0.143 0.853 [0.679, 1.071] 75.0 1582890.0 24696.0 5638.0 0.499
58 Diagnosis:Enlarged heart sid:8186001 48121000[count>0] 0.142 4.526 [4.053, 5.053] 341.0 1585351.0 22235.0 5372.0 0.523
59 Diagnosis:Functional observations of respiratory tract sid:301233008 301250005[count>0] 0.141 1.649 [1.508, 1.804] 529.0 1513913.0 93673.0 5184.0 0.517