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31_weights_forecast.md

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index variable beta coef unadjusted OR TP TN FP FN AUC Single
0 demographics_age[between_30_and_40] -0.625 0.164 [0.095, 0.284] 13.0 1468338.0 174040.0 668.0 0.457
1 demographics_age[between_40_and_50] -0.455 0.144 [0.089, 0.233] 17.0 1394056.0 248322.0 664.0 0.437
2 Diagnosis:Essential (primary) hypertension I10[count>0] 0.392 3.030 [2.602, 3.528] 285.0 1327122.0 315256.0 396.0 0.613
3 Diagnosis:Mass of digestive structure (finding) sid:300855001 248523006[count>0] 0.385 5.524 [4.526, 6.743] 117.0 1582937.0 59441.0 564.0 0.568
4 demographics_age[between_70_and_80] 0.385 3.783 [3.233, 4.426] 241.0 1434647.0 207731.0 440.0 0.614
5 Diagnosis:Disorder of trunk sid:128121009 280133005[count>10] 0.360 3.415 [2.925, 3.987] 259.0 1392179.0 250199.0 422.0 0.614
6 demographics_GENDER_Female -0.324 0.611 [0.526, 0.711] 362.0 574941.0 1067437.0 319.0 0.441
7 Diagnosis:Mass (morphologic abnormality) sid:4147007 103605005[count>2] 0.270 2.870 [2.442, 3.373] 216.0 1413582.0 228796.0 465.0 0.589
8 Diagnosis:Malignant neoplasm of primary, secondary, or uncertain origin sid:367651003 14799000[count>0] 0.266 3.500 [2.929, 4.182] 158.0 1511890.0 130488.0 523.0 0.576
9 demographics_age[between_80_and_90] 0.266 3.304 [2.683, 4.068] 105.0 1556493.0 85885.0 576.0 0.551
10 Diagnosis:Finding of abdominal segment of trunk (finding) sid:609627001 116306000[count>0] 0.256 2.560 [2.200, 2.980] 389.0 1080261.0 562117.0 292.0 0.614
11 Diagnosis:Degenerative disorder (disorder) sid:362975008 111369005[count>0] 0.227 2.769 [2.380, 3.222] 299.0 1280470.0 361908.0 382.0 0.609
12 Diagnosis:Malignant neoplasm sid:363346000 255056009[count>0] 0.192 2.496 [2.128, 2.928] 226.0 1369830.0 272548.0 455.0 0.583
13 Diagnosis:Clinical evaluation sid:386053000 103705002[count>0] -0.184 1.179 [1.010, 1.377] 422.0 689576.0 952802.0 259.0 0.520
14 Diagnosis:Action (qualifier value) sid:129264002 257880008[count>0] -0.182 0.749 [0.641, 0.875] 256.0 910278.0 732100.0 425.0 0.465
15 demographics_age[between_20_and_30] -0.173 0.000 [0.000, 0.000] 0.0 1518248.0 124130.0 681.0 0.462
16 Diagnosis:Disorder of lumbar spine (disorder) sid:129139009 202824000[count>0] 0.150 2.404 [1.844, 3.134] 60.0 1578917.0 63461.0 621.0 0.525
17 Diagnosis:Lesion sid:52988006 26506001[count>2] 0.121 2.340 [2.011, 2.723] 297.0 1234365.0 408013.0 384.0 0.594
18 Diagnosis:Administrative statuses (finding) sid:307824009 185391001[count>0] -0.108 0.792 [0.680, 0.921] 298.0 828282.0 814096.0 383.0 0.471
19 Diagnosis:Disorder of bone sid:76069003 10623005[count>2] 0.083 3.037 [2.481, 3.716] 113.0 1541397.0 100981.0 568.0 0.552
20 Diagnosis:Back pain sid:161891005 418958006[count>0] 0.064 2.315 [1.871, 2.866] 99.0 1529976.0 112402.0 582.0 0.538
21 Diagnosis:Structure of nervous system sid:25087005 278196006[count>0] 0.061 1.909 [1.603, 2.272] 168.0 1401848.0 240530.0 513.0 0.550
22 Diagnosis:Increased lipid (finding) sid:124042003 166816003[count>2] 0.043 2.939 [2.499, 3.456] 213.0 1422124.0 220254.0 468.0 0.589
23 Diagnosis:Observation of the extremities sid:302293008 116307009[count>0] 0.038 1.564 [1.337, 1.830] 242.0 1214461.0 427917.0 439.0 0.547
24 Diagnosis:General well-being finding sid:365275006 102499006[count>0] 0.033 2.296 [1.913, 2.757] 147.0 1466574.0 175804.0 534.0 0.554
25 Diagnosis:Lipids abnormal (finding) sid:166818002 124042003[count>2] 0.033 2.939 [2.500, 3.456] 213.0 1422163.0 220215.0 468.0 0.589
26 Diagnosis:Disorder of digestive system sid:53619000 282007005[count>2] 0.032 2.826 [2.403, 3.323] 213.0 1414534.0 227844.0 468.0 0.587
27 Diagnosis:Procedure by method (procedure) sid:128927009 173281003[count>0] -0.031 0.749 [0.641, 0.875] 256.0 910278.0 732100.0 425.0 0.465
28 Diagnosis:Low back pain (disorder) sid:279039007 202794004[count>0] 0.012 2.640 [2.082, 3.346] 77.0 1566711.0 75667.0 604.0 0.533
29 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>2] -0.008 1.691 [1.336, 2.141] 603.0 294750.0 1347628.0 78.0 0.532