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58_weights_forecast.md

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index variable beta coef unadjusted OR TP TN FP FN AUC Single
0 demographics_age[between_1_and_10] -1.946 0.020 [0.012, 0.031] 18.0 1393246.0 46928.0 27197.0 0.484
1 demographics_age[between_80_and_90] 1.772 3.870 [3.731, 4.014] 3509.0 1387121.0 53053.0 23706.0 0.546
2 demographics_age[between_10_and_20] -1.714 0.047 [0.037, 0.061] 58.0 1378011.0 62163.0 27157.0 0.479
3 demographics_age[between_20_and_30] -1.605 0.057 [0.049, 0.067] 145.0 1316730.0 123444.0 27070.0 0.460
4 demographics_age[between_90_and_100] 1.600 5.203 [4.789, 5.653] 626.0 1433687.0 6487.0 26589.0 0.509
5 demographics_age[between_70_and_80] 1.539 2.959 [2.878, 3.043] 6943.0 1290794.0 149380.0 20272.0 0.576
6 demographics_age[between_60_and_70] 1.113 1.835 [1.788, 1.884] 8245.0 1164426.0 275748.0 18970.0 0.556
7 demographics_age[between_30_and_40] -0.788 0.165 [0.152, 0.179] 591.0 1268945.0 171229.0 26624.0 0.451
8 demographics_GENDER_Female -0.632 0.485 [0.473, 0.496] 13817.0 460419.0 979755.0 13398.0 0.414
9 demographics_age[between_50_and_60] 0.614 0.869 [0.843, 0.896] 5083.0 1139147.0 301027.0 22132.0 0.489
10 demographics_RACE_Unknown -0.536 0.373 [0.350, 0.397] 1021.0 1303866.0 136308.0 26194.0 0.471
11 Diagnosis:Administrative statuses (finding) sid:307824009 185391001[count>0] -0.276 0.620 [0.605, 0.635] 10436.0 718932.0 721242.0 16779.0 0.441
12 Diagnosis:Structure of cardiovascular system sid:113257007 181284009[count>0] 0.272 2.626 [2.564, 2.690] 12994.0 1068452.0 371722.0 14221.0 0.610
13 Diagnosis:Disorder of thyroid gland (disorder) sid:14304000 190309006[count>0] -0.252 1.211 [1.166, 1.259] 2989.0 1307056.0 133118.0 24226.0 0.509
14 Diagnosis:Encounter for screening, unspecified Z13.9[count>0] 0.238 1.366 [1.255, 1.488] 555.0 1418562.0 21612.0 26660.0 0.503
15 demographics_RACE_Other Race 0.235 1.042 [1.002, 1.085] 2740.0 1300494.0 139680.0 24475.0 0.502
16 Diagnosis:Chronic obstructive pulmonary disease, unspecified J44.9[count>0] 0.230 3.891 [3.662, 4.134] 1170.0 1423737.0 16437.0 26045.0 0.516
17 Diagnosis:Chest pain (finding) sid:29857009 10000006[count>0] 0.216 1.920 [1.840, 2.003] 2403.0 1371005.0 69169.0 24812.0 0.520
18 Diagnosis:Necrosis of anatomical site (disorder) sid:609410002 95347000[count>0] 0.210 3.521 [3.290, 3.769] 916.0 1426069.0 14105.0 26299.0 0.512
19 Diagnosis:Clinical evaluation sid:386053000 103705002[count>0] -0.205 0.929 [0.907, 0.952] 14629.0 639790.0 800384.0 12586.0 0.491
20 Diagnosis:Disorder of glucose metabolism (disorder) sid:126877002 271327008[count>0] 0.183 2.862 [2.763, 2.965] 3712.0 1364863.0 75311.0 23503.0 0.542
21 Diagnosis:Clinical finding sid:404684003 250171008[count>0] -0.173 0.826 [0.727, 0.940] 26976.0 10468.0 1429706.0 239.0 0.499
22 Diagnosis:Heart disease (disorder) sid:56265001 105981003[count>0] 0.170 2.986 [2.896, 3.079] 5304.0 1332174.0 108000.0 21911.0 0.560
23 ProcedureCPT:Other Laboratory ccs group 235 0006U[count>10] 0.163 1.918 [1.806, 2.037] 1153.0 1407704.0 32470.0 26062.0 0.510
24 ProcedureCPT:Diagnostic ultrasound of heart (echocardiogram) ccs group 193 0399T[count>0] 0.160 2.731 [2.579, 2.892] 1293.0 1414341.0 25833.0 25922.0 0.515
25 Diagnosis:Structure of central nervous system sid:21483005 278199004[count>2] -0.160 1.170 [1.115, 1.228] 1805.0 1357727.0 82447.0 25410.0 0.505
26 ProcedureCPT:Laboratory - Chemistry and Hematology ccs group 233 0002U[count>10] 0.152 1.839 [1.774, 1.906] 3587.0 1330347.0 109827.0 23628.0 0.528
27 Diagnosis:Hamartoma sid:400006008 235685007[count>0] -0.151 0.510 [0.436, 0.598] 156.0 1424088.0 16086.0 27059.0 0.497
28 Diagnosis:Myocardial observation sid:251052000 301122000[count>0] 0.151 4.296 [4.029, 4.579] 1050.0 1426844.0 13330.0 26165.0 0.515
29 Diagnosis:Pain at anatomical site sid:279001004 301365009[count>10] 0.148 1.903 [1.827, 1.981] 2674.0 1362162.0 78012.0 24541.0 0.522
30 Diagnosis:Clinical imaging sid:363679005 169283005[count>0] -0.146 0.646 [0.624, 0.668] 3955.0 1139914.0 300260.0 23260.0 0.468
31 Diagnosis:Dyspnea (finding) sid:267036007 102577000[count>0] 0.143 2.521 [2.427, 2.619] 3131.0 1369557.0 70617.0 24084.0 0.533
32 Diagnosis:Breast finding (finding) sid:116339002 102888000[count>0] -0.143 0.615 [0.584, 0.647] 1562.0 1310439.0 129735.0 25653.0 0.484
33 Lab:Cholesterol [Mass/volume] in Serum or Plasma 2093-3[normedValue_sd_between_-0.5,0.5] 0.139 1.919 [1.780, 2.068] 730.0 1419779.0 20395.0 26485.0 0.506
34 Diagnosis:Structure of endocrine system sid:113331007 278876000[count>0] 0.137 1.803 [1.752, 1.855] 6363.0 1231712.0 208462.0 20852.0 0.545
35 Diagnosis:Stenosis sid:415582006 176639008[count>0] 0.137 2.941 [2.812, 3.076] 2187.0 1398617.0 41557.0 25028.0 0.526
36 Diagnosis:Other obesity due to excess calories E66.09[count>2] 0.133 1.761 [1.639, 1.893] 784.0 1416324.0 23850.0 26431.0 0.506
37 Diagnosis:Structure of anatomical reproductive system sid:245500007 278875001[count>0] -0.129 1.064 [1.028, 1.101] 3853.0 1246839.0 193335.0 23362.0 0.504
38 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] -0.129 1.393 [1.360, 1.427] 15609.0 732790.0 707384.0 11606.0 0.541
39 Diagnosis:Clinical finding sid:404684003 250171008[count>2] -0.126 1.092 [1.059, 1.126] 22048.0 293494.0 1146680.0 5167.0 0.507
40 Diagnosis:Structure of nervous system sid:25087005 278196006[count>10] -0.126 1.315 [1.244, 1.390] 1345.0 1385398.0 54776.0 25870.0 0.506
41 Diagnosis:End stage renal disease N18.6[count>0] 0.125 8.726 [7.450, 10.221] 180.0 1439076.0 1098.0 27035.0 0.503
42 Diagnosis:Anatomical or acquired body structure sid:442083009 91723000[count>0] -0.121 1.396 [1.313, 1.484] 26128.0 79047.0 1361127.0 1087.0 0.507
43 Diagnosis:Renal failure sid:42399005 109477002[count>0] 0.121 5.639 [5.135, 6.192] 492.0 1435487.0 4687.0 26723.0 0.507
44 demographics_RACE_White 0.117 1.513 [1.473, 1.554] 19702.0 526980.0 913194.0 7513.0 0.545
45 Diagnosis:Observation of defecation sid:300373008 300387008[count>0] 0.113 1.615 [1.534, 1.701] 1581.0 1387203.0 52971.0 25634.0 0.511
46 Diagnosis:Primary malignant neoplasm sid:372087000 109267002[count>0] 0.111 1.942 [1.823, 2.068] 1042.0 1411239.0 28935.0 26173.0 0.509
47 Diagnosis:Renal dysfunction sid:236423003 236424009[count>0] 0.110 4.307 [4.062, 4.567] 1261.0 1424110.0 16064.0 25954.0 0.518
48 Diagnosis:Finding of abdominal segment of trunk (finding) sid:609627001 116306000[count>0] 0.106 1.643 [1.603, 1.683] 11884.0 978462.0 461712.0 15331.0 0.558
49 Diagnosis:Functional observations sid:118228005 106133000[count>0] 0.103 1.684 [1.621, 1.749] 3077.0 1338815.0 101359.0 24138.0 0.521
50 Diagnosis:Finding of ankle or foot sid:419518009 116315007[count>0] 0.100 1.480 [1.414, 1.549] 2038.0 1365484.0 74690.0 25177.0 0.512
51 Diagnosis:Hyperplasia (morphologic abnormality) sid:76197007 112669001[count>0] -0.098 1.670 [1.596, 1.747] 2087.0 1371937.0 68237.0 25128.0 0.515
52 Diagnosis:Structure of left lower limb sid:32153003 362785004[count>0] 0.097 1.648 [1.572, 1.727] 1944.0 1375932.0 64242.0 25271.0 0.513
53 Diagnosis:Tracheobronchitis (disorder) sid:13617004 35301006[count>0] -0.096 1.504 [1.402, 1.614] 823.0 1410921.0 29253.0 26392.0 0.505
54 ProcedureCPT:Microscopic examination (bacterial smear, culture, toxicology) ccs group 206 0004U[count>10] 0.094 2.122 [1.965, 2.292] 692.0 1422685.0 17489.0 26523.0 0.507
55 demographics_RACE_African American (Black) 0.094 0.942 [0.904, 0.983] 2409.0 1305637.0 134537.0 24806.0 0.498
56 Diagnosis:Evaluation finding (finding) sid:441742003 365687009[count>0] 0.092 1.676 [1.636, 1.717] 12042.0 977389.0 462785.0 15173.0 0.561
57 Diagnosis:Nervous system finding sid:102957003 106144008[count>0] 0.091 1.387 [1.353, 1.421] 11770.0 929403.0 510771.0 15445.0 0.539
58 Diagnosis:Hypersensitivity condition (disorder) sid:473010000 427439005[count>0] -0.090 0.924 [0.879, 0.972] 1627.0 1347472.0 92702.0 25588.0 0.498
59 Diagnosis:Epithelial neoplasm of skin sid:254649008 254650008[count>0] -0.089 1.357 [1.240, 1.484] 497.0 1420697.0 19477.0 26718.0 0.502