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8_weights_forecast.md

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index variable beta coef unadjusted OR TP TN FP FN AUC Single
0 demographics_age[between_90_and_100] 2.146 11.531 [10.591, 12.555] 602.0 1576665.0 8121.0 10136.0 0.525
1 demographics_age[between_80_and_90] 2.123 8.142 [7.798, 8.501] 2932.0 1514900.0 69886.0 7806.0 0.614
2 demographics_age[between_70_and_80] 1.372 3.031 [2.906, 3.160] 3157.0 1393324.0 191462.0 7581.0 0.587
3 demographics_age[between_20_and_30] -1.332 0.055 [0.042, 0.073] 50.0 1461033.0 123753.0 10688.0 0.463
4 demographics_age[between_10_and_20] -0.983 0.059 [0.040, 0.087] 26.0 1522585.0 62201.0 10712.0 0.482
5 demographics_age[between_1_and_10] -0.925 0.034 [0.019, 0.061] 11.0 1537988.0 46798.0 10727.0 0.486
6 demographics_age[between_30_and_40] -0.676 0.119 [0.102, 0.140] 155.0 1411491.0 173295.0 10583.0 0.453
7 Diagnosis:Cardiomyopathy (disorder) sid:85898001 233873004[count>0] 0.642 8.530 [7.721, 9.424] 424.0 1577185.0 7601.0 10314.0 0.517
8 demographics_age[between_60_and_70] 0.634 1.067 [1.018, 1.117] 2304.0 1261636.0 323150.0 8434.0 0.505
9 demographics_RACE_African American (Black) 0.511 0.997 [0.933, 1.065] 970.0 1441195.0 143591.0 9768.0 0.500
10 demographics_age[between_40_and_50] -0.467 0.207 [0.187, 0.229] 394.0 1338837.0 245949.0 10344.0 0.441
11 demographics_RACE_Unknown -0.421 0.374 [0.338, 0.414] 382.0 1442542.0 142244.0 10356.0 0.473
12 Diagnosis:Measurement finding below reference range sid:442686002 131177005[count>0] 0.397 2.727 [2.580, 2.883] 1468.0 1497805.0 86981.0 9270.0 0.541
13 Diagnosis:Unspecified atrial fibrillation I48.91[count>0] 0.382 8.930 [8.452, 9.435] 1551.0 1555380.0 29406.0 9187.0 0.563
14 demographics_GENDER_Female -0.353 0.530 [0.510, 0.550] 5397.0 544982.0 1039804.0 5341.0 0.423
15 Diagnosis:Disorder of body cavity sid:399902003 280128006[count>0] 0.303 6.227 [5.993, 6.469] 5038.0 1387797.0 196989.0 5700.0 0.672
16 Diagnosis:Clinical finding sid:404684003 250171008[count>2] -0.303 1.234 [1.172, 1.299] 9010.0 303266.0 1281520.0 1728.0 0.515
17 demographics_ETHNICITY_Not of Spanish/Hispanic Origin -0.292 1.131 [1.085, 1.180] 3131.0 1162068.0 422718.0 7607.0 0.512
18 Diagnosis:Disorder of blood vessels of thorax sid:373434004 264258007[count>0] 0.284 6.152 [5.687, 6.655] 689.0 1567318.0 17468.0 10049.0 0.527
19 Diagnosis:Diabetes mellitus type 2 (disorder) sid:44054006 237599002[count>0] 0.280 4.122 [3.895, 4.362] 1411.0 1528685.0 56101.0 9327.0 0.548
20 Diagnosis:Disorder of carbohydrate metabolism (disorder) sid:20957000 237597000[count>0] 0.277 3.447 [3.295, 3.606] 2517.0 1455511.0 129275.0 8221.0 0.576
21 Diagnosis:Disorder of heart muscle sid:57809008 233895000[count>0] 0.273 7.185 [6.762, 7.636] 1221.0 1556986.0 27800.0 9517.0 0.548
22 demographics_ETHNICITY_Unknown -0.265 0.958 [0.871, 1.053] 449.0 1515752.0 69034.0 10289.0 0.499
23 Diagnosis:Swellings and lumps sid:276438008 248477007[count>0] 0.262 3.549 [3.252, 3.873] 541.0 1561444.0 23342.0 10197.0 0.518
24 Diagnosis:Breast finding (finding) sid:116339002 102888000[count>0] -0.245 0.594 [0.546, 0.646] 576.0 1446776.0 138010.0 10162.0 0.483
25 Diagnosis:Degenerative arthropathy sid:396275006 109668000[count>0] 0.240 1.837 [1.748, 1.931] 1899.0 1418880.0 165906.0 8839.0 0.536
26 Diagnosis:Present (qualifier value) sid:52101004 299812007[count>0] 0.239 3.816 [3.587, 4.060] 1147.0 1536629.0 48157.0 9591.0 0.538
27 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] -0.228 1.668 [1.021, 2.727] 10722.0 3935.0 1580851.0 16.0 0.500
28 Diagnosis:Infectious disease (disorder) sid:40733004 177010002[count>2] 0.225 1.614 [1.522, 1.710] 1307.0 1459439.0 125347.0 9431.0 0.521
29 Diagnosis:Administrative statuses (finding) sid:307824009 185391001[count>0] -0.221 0.587 [0.565, 0.611] 3938.0 797966.0 786820.0 6800.0 0.435
30 Diagnosis:Clinical evaluation sid:386053000 103705002[count>0] -0.208 1.062 [1.022, 1.104] 6324.0 674689.0 910097.0 4414.0 0.507
31 Diagnosis:Anatomical or acquired body structure sid:442083009 91723000[count>0] -0.202 1.493 [1.347, 1.656] 10363.0 81247.0 1503539.0 375.0 0.508
32 Diagnosis:Cardiac implant in situ (finding) sid:703398004 441769002[count>0] 0.199 10.920 [10.080, 11.830] 682.0 1575004.0 9782.0 10056.0 0.529
33 Diagnosis:Family history of ischemic heart disease and other diseases of the circulatory system Z82.49[count>0] -0.193 0.922 [0.788, 1.079] 159.0 1559373.0 25413.0 10579.0 0.499
34 Diagnosis:Hematology procedure (procedure) sid:33468001 165498002[count>10] 0.192 3.658 [3.299, 4.055] 383.0 1568921.0 15865.0 10355.0 0.513
35 Diagnosis:Heart valve structure sid:17401000 181285005[count>2] 0.191 6.200 [5.840, 6.582] 1257.0 1551605.0 33181.0 9481.0 0.548
36 Diagnosis:Chronic course - prolonged duration sid:90734009 263730007[count>0] 0.190 3.264 [3.132, 3.401] 3308.0 1394555.0 190231.0 7430.0 0.594
37 Diagnosis:CVS disease - cardiovascular system disease sid:49601007 105980002[count>0] 0.190 4.391 [4.220, 4.570] 6990.0 1112377.0 472409.0 3748.0 0.676
38 Diagnosis:CVS procedures sid:118672003 112802009[count>0] 0.190 6.167 [5.767, 6.595] 971.0 1559644.0 25142.0 9767.0 0.537
39 Diagnosis:Chronic obstructive pulmonary disease, unspecified J44.9[count>0] 0.186 4.976 [4.623, 5.355] 792.0 1559822.0 24964.0 9946.0 0.529
40 Diagnosis:Disorder of thorax sid:118946009 230646002[count>10] 0.183 5.768 [5.519, 6.028] 2703.0 1497448.0 87338.0 8035.0 0.598
41 ProcedureCPT:Other therapeutic procedures ccs group 231 0038T[count>0] 0.181 1.613 [1.513, 1.721] 1038.0 1486215.0 98571.0 9700.0 0.517
42 Diagnosis:Disorder of thorax sid:118946009 230646002[count>0] 0.169 4.674 [4.498, 4.856] 5990.0 1247929.0 336857.0 4748.0 0.673
43 ProcedureCPT:Tracheostomy; temporary and permanent [34.]ccs group6.1 31.1[count>0] -0.168 0.980 [0.927, 1.035] 9260.0 214300.0 1370486.0 1478.0 0.499
44 Diagnosis:Disorder of male genital organ sid:64557000 262917005[count>0] -0.168 2.089 [1.957, 2.230] 1010.0 1509761.0 75025.0 9728.0 0.523
45 Diagnosis:Renal dysfunction sid:236423003 236424009[count>0] 0.165 7.275 [6.821, 7.759] 1071.0 1561014.0 23772.0 9667.0 0.542
46 Diagnosis:Renal structure sid:64033007 181414000[count>0] 0.161 3.584 [3.393, 3.786] 1524.0 1514879.0 69907.0 9214.0 0.549
47 Lab:Erythrocyte distribution width [Ratio] by Automated count 788-0[normedValue_sd_between_0.5,1] 0.157 2.776 [2.477, 3.112] 309.0 1568052.0 16734.0 10429.0 0.509
48 Diagnosis:Chest pain (finding) sid:29857009 10000006[count>0] -0.156 1.989 [1.877, 2.108] 1323.0 1480221.0 104565.0 9415.0 0.529
49 Diagnosis:Mental state finding (finding) sid:36456004 106126000[count>0] -0.154 1.302 [1.216, 1.393] 911.0 1479415.0 105371.0 9827.0 0.509
50 Diagnosis:Current or past (actual) sid:410511007 410512000[count>0] -0.151 0.992 [0.928, 1.059] 980.0 1439041.0 145745.0 9758.0 0.500
51 Diagnosis:Context values for actions (qualifier value) sid:288532009 385660001[count>0] 0.150 2.114 [2.025, 2.207] 2853.0 1353206.0 231580.0 7885.0 0.560
52 Diagnosis:Cyst (morphologic abnormality) sid:367643001 103614000[count>0] -0.148 0.689 [0.621, 0.764] 371.0 1506544.0 78242.0 10367.0 0.493
53 Diagnosis:Disorder of glucose metabolism (disorder) sid:126877002 271327008[count>0] 0.146 3.707 [3.539, 3.883] 2315.0 1475407.0 109379.0 8423.0 0.573
54 Diagnosis:Structure of cardiovascular system sid:113257007 181284009[count>0] 0.146 4.337 [4.167, 4.514] 7053.0 1099569.0 485217.0 3685.0 0.675
55 Diagnosis:Observation of neck region sid:298378000 298397000[count>0] -0.145 1.408 [1.343, 1.475] 2233.0 1335689.0 249097.0 8505.0 0.525
56 Diagnosis:Stenosis sid:415582006 176639008[count>0] 0.144 4.427 [4.191, 4.675] 1539.0 1527073.0 57713.0 9199.0 0.553
57 Diagnosis:Disorder of musculoskeletal system (disorder) sid:928000 105606008[count>2] -0.139 1.370 [1.309, 1.434] 2412.0 1308168.0 276618.0 8326.0 0.525
58 Diagnosis:Muscle finding (finding) sid:106030000 102543005[count>2] 0.136 2.039 [1.890, 2.199] 724.0 1530507.0 54279.0 10014.0 0.517
59 Diagnosis:Heart valve structure sid:17401000 181285005[count>0] 0.133 5.554 [5.281, 5.842] 1873.0 1526713.0 58073.0 8865.0 0.569