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14_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] -1.585 0.053 [0.035, 0.081] 21.0 1529744.0 46877.0 12903.0 0.486
1 demographics_age[between_10_and_20] -1.082 0.222 [0.185, 0.266] 116.0 1514715.0 61906.0 12808.0 0.485
2 demographics_GENDER_Female -0.611 0.502 [0.485, 0.520] 6340.0 540210.0 1036411.0 6584.0 0.417
3 demographics_age[between_20_and_30] -0.480 0.445 [0.406, 0.488] 465.0 1454676.0 121945.0 12459.0 0.479
4 demographics_age[between_70_and_80] 0.354 1.428 [1.363, 1.495] 2185.0 1379947.0 196674.0 10739.0 0.522
5 demographics_age[between_60_and_70] 0.276 1.436 [1.380, 1.493] 3423.0 1260323.0 316298.0 9501.0 0.532
6 demographics_RACE_Other Race 0.276 1.039 [0.980, 1.100] 1292.0 1424300.0 152321.0 11632.0 0.502
7 demographics_age[between_50_and_60] 0.275 1.236 [1.187, 1.287] 3078.0 1258305.0 318316.0 9846.0 0.518
8 Diagnosis:Nontoxic goiter, unspecified E04.9[count>0] 0.274 1.608 [1.387, 1.865] 180.0 1562894.0 13727.0 12744.0 0.503
9 Diagnosis:Valvular insufficiency sid:708024004 34126003[count>0] -0.264 0.801 [0.700, 0.917] 215.0 1544021.0 32600.0 12709.0 0.498
10 Diagnosis:Urine observation sid:301830001 102866000[count>0] 0.256 2.265 [2.073, 2.474] 523.0 1547798.0 28823.0 12401.0 0.511
11 Diagnosis:Breast lump (finding) sid:89164003 162160003[count>2] -0.247 0.496 [0.436, 0.563] 240.0 1518662.0 57959.0 12684.0 0.491
12 demographics_RACE_White 0.240 1.363 [1.312, 1.416] 9202.0 560328.0 1016293.0 3722.0 0.534
13 Diagnosis:Obese sid:414915002 162864005[count>0] 0.228 1.428 [1.335, 1.528] 919.0 1496429.0 80192.0 12005.0 0.510
14 Diagnosis:Uninary function finding sid:106098005 106099002[count>0] 0.179 1.855 [1.771, 1.943] 2200.0 1419638.0 156983.0 10724.0 0.535
15 Diagnosis:Pelvic and perineal pain R10.2[count>0] 0.170 1.648 [1.511, 1.798] 537.0 1536216.0 40405.0 12387.0 0.508
16 demographics_RACE_African American (Black) -0.169 0.591 [0.549, 0.637] 731.0 1431463.0 145158.0 12193.0 0.482
17 Diagnosis:Disease (disorder) sid:64572001 173300003[count>2] -0.168 0.907 [0.875, 0.940] 8368.0 521136.0 1055485.0 4556.0 0.489
18 Diagnosis:Inflammatory disorder of lower respiratory tract (disorder) sid:128997002 205237003[count>0] 0.165 1.497 [1.376, 1.628] 575.0 1529060.0 47561.0 12349.0 0.507
19 demographics_ETHNICITY_Unknown -0.165 0.707 [0.641, 0.779] 419.0 1505271.0 71350.0 12505.0 0.494
20 Diagnosis:Clinical evaluation sid:386053000 103705002[count>0] -0.155 0.921 [0.890, 0.954] 7208.0 665591.0 911030.0 5716.0 0.490
21 demographics_ETHNICITY_Not of Spanish/Hispanic Origin -0.153 0.938 [0.901, 0.975] 3317.0 1152284.0 424337.0 9607.0 0.494
22 Diagnosis:Disorder of extremity sid:128605003 280134004[count>0] 0.149 1.294 [1.243, 1.347] 3168.0 1260380.0 316241.0 9756.0 0.522
23 Diagnosis:Finding of sensation by site sid:699697007 74776002[count>0] 0.139 1.395 [1.347, 1.445] 5467.0 1033539.0 543082.0 7457.0 0.539
24 Diagnosis:Female genitalia observations sid:248842004 248870002[count>10] 0.138 1.199 [1.034, 1.391] 179.0 1558368.0 18253.0 12745.0 0.501
25 Diagnosis:Abdominal pain (finding) sid:21522001 102570003[count>0] 0.136 1.581 [1.495, 1.672] 1381.0 1465714.0 110907.0 11543.0 0.518
26 Diagnosis:Regimes and therapies (regime/therapy) sid:243120004 225302006[count>0] -0.124 0.944 [0.868, 1.027] 574.0 1502649.0 73972.0 12350.0 0.499
27 Diagnosis:Known present sid:410515003 410591008[count>0] -0.121 1.075 [1.027, 1.125] 2253.0 1317709.0 258912.0 10671.0 0.505
28 Diagnosis:Observation of neck region sid:298378000 298397000[count>0] 0.117 1.213 [1.160, 1.268] 2416.0 1325321.0 251300.0 10508.0 0.514
29 Diagnosis:Observation of trunk structure sid:302292003 309524007[count>0] 0.117 1.389 [1.340, 1.440] 8295.0 688486.0 888135.0 4629.0 0.539
30 Diagnosis:History of cardiovascular disease sid:266995000 161501007[count>0] 0.114 1.812 [1.617, 2.031] 307.0 1555735.0 20886.0 12617.0 0.505
31 Diagnosis:Current or specified time sid:410512000 15240007[count>2] -0.111 1.006 [0.939, 1.078] 862.0 1472068.0 104553.0 12062.0 0.500
32 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] -0.109 0.796 [0.764, 0.831] 10113.0 285755.0 1290866.0 2811.0 0.482
33 Diagnosis:Finding of abdominal segment of trunk (finding) sid:609627001 116306000[count>0] 0.105 1.561 [1.507, 1.616] 5593.0 1058998.0 517623.0 7331.0 0.552
34 Diagnosis:Disorder of glucose metabolism (disorder) sid:126877002 271327008[count>0] 0.099 1.660 [1.573, 1.752] 1517.0 1459664.0 116957.0 11407.0 0.522
35 Diagnosis:Observation of region of thorax sid:298705000 298720006[count>10] -0.099 1.113 [1.051, 1.178] 1313.0 1431167.0 145454.0 11611.0 0.505
36 Diagnosis:Inflammatory disorder of lower respiratory tract (disorder) sid:128997002 205237003[count>2] 0.098 1.629 [1.453, 1.826] 306.0 1553490.0 23131.0 12618.0 0.505
37 Diagnosis:Hypothyroidism (disorder) sid:40930008 190268003[count>0] -0.094 0.975 [0.903, 1.052] 704.0 1488631.0 87990.0 12220.0 0.499
38 Diagnosis:Structure of pelvic region of trunk sid:609617007 90264002[count>0] -0.091 1.172 [1.127, 1.220] 3304.0 1219423.0 357198.0 9620.0 0.515
39 Diagnosis:Malignant neoplasm of colon sid:363406005 93761005[count>0] 0.090 1.522 [1.406, 1.648] 650.0 1523621.0 53000.0 12274.0 0.508
40 Diagnosis:Vertebra sid:420345000 181817002[count>0] 0.087 1.523 [1.355, 1.712] 291.0 1553132.0 23489.0 12633.0 0.504
41 Diagnosis:Clinical finding sid:404684003 250171008[count>10] -0.085 0.989 [0.955, 1.023] 6637.0 762464.0 814157.0 6287.0 0.499
42 Diagnosis:Clinical finding sid:404684003 250171008[count>2] -0.085 0.802 [0.770, 0.836] 10026.0 296833.0 1279788.0 2898.0 0.482
43 Diagnosis:Operative procedure sid:387713003 103708000[count>2] -0.084 1.135 [1.056, 1.219] 805.0 1489450.0 87171.0 12119.0 0.503
44 Lab:Chloride [Moles/volume] in Serum or Plasma 2075-0[normedValue_sd_between_-1,-0.5] -0.083 0.871 [0.769, 0.987] 253.0 1541285.0 35336.0 12671.0 0.499
45 Diagnosis:Urine observable (observable entity) sid:364687002 249299009[count>0] 0.083 2.265 [2.073, 2.474] 523.0 1547798.0 28823.0 12401.0 0.511
46 ProcedureCPT:231 Other therapeutic procedures 0038T[count>0] 0.082 1.274 [1.193, 1.360] 971.0 1482105.0 94516.0 11953.0 0.508
47 Diagnosis:Observation of body region sid:301857004 118254002[count>10] -0.076 1.138 [1.097, 1.180] 4507.0 1072166.0 504455.0 8417.0 0.514
48 Diagnosis:General finding of observation of patient (finding) sid:118222006 102475006[count>10] 0.075 1.590 [1.490, 1.697] 1002.0 1497464.0 79157.0 11922.0 0.514
49 Diagnosis:Subject of record sid:410604004 169621002[count>0] 0.075 1.152 [1.109, 1.198] 3594.0 1181596.0 395025.0 9330.0 0.514
50 ProcedureCPT:Other Laboratory ccs group 235 0006U[count>10] 0.075 1.601 [1.469, 1.746] 542.0 1534674.0 41947.0 12382.0 0.508
51 Diagnosis:Malignant neoplasm of intraabdominal organ sid:448882009 363353009[count>0] 0.075 2.029 [1.826, 2.256] 359.0 1554733.0 21888.0 12565.0 0.507
52 Diagnosis:Surgical repair sid:257903006 257911001[count>2] -0.074 1.059 [0.933, 1.202] 246.0 1548245.0 28376.0 12678.0 0.501
53 Diagnosis:Major depressive disorder, single episode, unspecified F32.9[count>0] 0.073 1.321 [1.210, 1.441] 531.0 1527081.0 49540.0 12393.0 0.505
54 ProcedureCPT:Nonoperative urinary system measurements ccs group 200 50396[count>0] 0.072 1.749 [1.600, 1.912] 512.0 1540302.0 36319.0 12412.0 0.508
55 Diagnosis:Infection by site (disorder) sid:301810000 198108005[count>0] 0.072 1.277 [1.209, 1.348] 1486.0 1431026.0 145595.0 11438.0 0.511
56 Diagnosis:Finding by site (finding) sid:118234003 106028002[count>0] 0.072 1.489 [1.406, 1.576] 11618.0 225994.0 1350627.0 1306.0 0.521
57 Diagnosis:Finding of abdomen (finding) sid:609624008 118948005[count>2] 0.071 1.489 [1.430, 1.550] 3176.0 1293600.0 283021.0 9748.0 0.533
58 demographics_GENDER_Male 0.066 1.993 [1.925, 2.063] 6584.0 1036496.0 540125.0 6340.0 0.583
59 Diagnosis:Follow-up sid:308273005 183616001[count>0] 0.064 1.093 [1.024, 1.168] 966.0 1468153.0 108468.0 11958.0 0.503