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5_weights_forecast.md

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index variable beta coef unadjusted OR TP TN FP FN AUC Single
0 demographics_GENDER_Male -2.922 0.031 [0.027, 0.036] 157.0 982829.0 574983.0 8615.0 0.324
1 demographics_age[between_20_and_30] -2.039 0.091 [0.071, 0.115] 68.0 1434105.0 123707.0 8704.0 0.464
2 demographics_age[between_10_and_20] -2.034 0.008 [0.003, 0.025] 3.0 1495522.0 62290.0 8769.0 0.480
3 demographics_age[between_1_and_10] -1.331 0.000 [0.000, 0.000] 0.0 1510826.0 46986.0 8772.0 0.485
4 demographics_age[between_80_and_90] 0.981 1.757 [1.630, 1.894] 749.0 1479218.0 78594.0 8023.0 0.517
5 demographics_age[between_70_and_80] 0.848 2.116 [2.013, 2.225] 1985.0 1368660.0 189152.0 6787.0 0.552
6 demographics_age[between_30_and_40] -0.847 0.322 [0.288, 0.359] 336.0 1386150.0 171662.0 8436.0 0.464
7 demographics_age[between_60_and_70] 0.642 1.639 [1.564, 1.716] 2534.0 1248326.0 309486.0 6238.0 0.545
8 Diagnosis:Breast finding (finding) sid:116339002 102888000[count>0] 0.542 3.580 [3.386, 3.784] 1537.0 1470540.0 87272.0 7235.0 0.560
9 demographics_GENDER_Female 0.353 32.110 [27.420, 37.601] 8615.0 575072.0 982740.0 157.0 0.676
10 Diagnosis:Radiologic finding (finding) sid:118247008 128309002[count>0] 0.317 3.112 [2.953, 3.278] 1793.0 1438996.0 118816.0 6979.0 0.564
11 Diagnosis:Disorder of male reproductive system (disorder) sid:363194005 2904007[count>0] 0.297 0.107 [0.081, 0.141] 50.0 1478274.0 79538.0 8722.0 0.477
12 Diagnosis:Procedure by site (procedure) sid:362958002 118664000[count>0] -0.255 1.238 [1.187, 1.292] 3664.0 986450.0 571362.0 5108.0 0.525
13 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] -0.221 0.584 [0.557, 0.612] 6344.0 284694.0 1273118.0 2428.0 0.453
14 Diagnosis:Disorder of head sid:118934005 192640001[count>2] -0.219 0.517 [0.476, 0.561] 617.0 1358777.0 199035.0 8155.0 0.471
15 demographics_RACE_White 0.203 1.412 [1.348, 1.480] 6295.0 556443.0 1001369.0 2477.0 0.537
16 Diagnosis:Hypertensive disorder, systemic arterial sid:38341003 10725009[count>0] -0.196 0.630 [0.593, 0.670] 1183.0 1248996.0 308816.0 7589.0 0.468
17 Diagnosis:Other malaise R53.81[count>2] -0.189 0.469 [0.387, 0.568] 105.0 1518564.0 39248.0 8667.0 0.493
18 Diagnosis:Disorder of body system (disorder) sid:362965005 283985007[count>2] -0.189 0.570 [0.547, 0.595] 3948.0 639693.0 918119.0 4824.0 0.430
19 Diagnosis:Musculoskeletal and connective tissue disorder sid:312225001 239949003[count>2] -0.175 0.849 [0.787, 0.916] 729.0 1407588.0 150224.0 8043.0 0.493
20 Diagnosis:Other abnormal and inconclusive findings on diagnostic imaging of breast R92.8[count>0] 0.172 3.878 [3.615, 4.160] 881.0 1514218.0 43594.0 7891.0 0.536
21 Diagnosis:Other specified disorders of bone density and structure, other site M85.88[count>0] 0.167 1.908 [1.731, 2.104] 429.0 1516937.0 40875.0 8343.0 0.511
22 demographics_ETHNICITY_Unknown -0.162 0.583 [0.512, 0.664] 234.0 1487820.0 69992.0 8538.0 0.491
23 demographics_age[between_50_and_60] 0.160 1.072 [1.019, 1.129] 1868.0 1243956.0 313856.0 6904.0 0.506
24 Diagnosis:Malignant neoplasm of breast sid:254837009 254838004[count>0] 0.152 2.585 [2.363, 2.828] 513.0 1521256.0 36556.0 8259.0 0.518
25 Lab:Neutrophils [#/volume] in Blood 26499-4[normedValue_sd_between_-1,-0.5] 0.149 0.878 [0.783, 0.986] 302.0 1497049.0 60763.0 8470.0 0.498
26 demographics_ETHNICITY_Spanish/Hispanic Origin -0.148 0.516 [0.431, 0.618] 121.0 1516734.0 41078.0 8651.0 0.494
27 Diagnosis:Inflamed joint (finding) sid:298160000 298161001[count>0] 0.141 0.980 [0.888, 1.081] 418.0 1482108.0 75704.0 8354.0 0.500
28 Diagnosis:General observation of soft tissue sid:248402002 271776004[count>0] 0.124 0.678 [0.647, 0.711] 2447.0 992040.0 565772.0 6325.0 0.458
29 Diagnosis:Nonrheumatic mitral (valve) prolapse I34.1[count>0] 0.122 1.100 [0.967, 1.252] 238.0 1519294.0 38518.0 8534.0 0.501
30 demographics_RACE_Unknown -0.117 0.744 [0.685, 0.809] 602.0 1417486.0 140326.0 8170.0 0.489
31 Diagnosis:Nervous system finding sid:102957003 106144008[count>0] -0.117 0.730 [0.698, 0.764] 2701.0 967888.0 589924.0 6071.0 0.465
32 Diagnosis:Observation of the extremities sid:302293008 116307009[count>0] 0.115 0.872 [0.830, 0.916] 2059.0 1152449.0 405363.0 6713.0 0.487
33 Diagnosis:Joint injury (disorder) sid:125610000 105611005[count>0] -0.114 0.531 [0.442, 0.638] 116.0 1519467.0 38345.0 8656.0 0.494
34 demographics_RACE_African American (Black) 0.112 0.901 [0.835, 0.972] 729.0 1415467.0 142345.0 8043.0 0.496
35 Diagnosis:Malignant tumor of digestive organ (disorder) sid:255077007 109821008[count>0] 0.111 1.082 [0.912, 1.283] 135.0 1535630.0 22182.0 8637.0 0.501
36 Diagnosis:Morphologically abnormal structure (morphologic abnormality) sid:49755003 107658001[count>10] 0.111 0.756 [0.681, 0.839] 371.0 1471825.0 85987.0 8401.0 0.494
37 Diagnosis:Encounter for screening mammogram for malignant neoplasm of breast Z12.31[count>0] -0.110 2.239 [2.139, 2.345] 2635.0 1307189.0 250623.0 6137.0 0.570
38 ProcedureCPT:Other diagnostic radiology and related techniques ccs group 226 0028T[count>2] 0.110 1.229 [1.142, 1.324] 775.0 1443980.0 113832.0 7997.0 0.508
39 ProcedureCPT:Colorectal resection [78.]ccs group9.10 17.33[count>0] 0.107 1.564 [1.455, 1.682] 7964.0 213364.0 1344448.0 808.0 0.522
40 Diagnosis:Anxiety reaction sid:48694002 225635005[count>0] -0.105 0.530 [0.463, 0.605] 221.0 1485314.0 72498.0 8551.0 0.489
41 Diagnosis:Mitral valve observation sid:301101006 301103009[count>0] 0.102 1.108 [0.976, 1.258] 246.0 1518273.0 39539.0 8526.0 0.501
42 Diagnosis:MD - Metabolic disorders sid:75934005 106000008[count>0] -0.100 0.583 [0.551, 0.617] 1416.0 1171134.0 386678.0 7356.0 0.457
43 Diagnosis:Mass of skin (finding) sid:297960002 285302001[count>2] 0.100 1.256 [1.101, 1.434] 228.0 1525414.0 32398.0 8544.0 0.503
44 Diagnosis:Encounter for other screening for malignant neoplasm of breast Z12.39[count>0] 0.097 2.566 [2.358, 2.792] 585.0 1515610.0 42202.0 8187.0 0.520
45 Diagnosis:Joint observation sid:118952005 248520009[count>0] -0.096 0.903 [0.858, 0.951] 1826.0 1206682.0 351130.0 6946.0 0.491
46 Diagnosis:Pain in pelvis (finding) sid:30473006 102570003[count>0] -0.096 0.452 [0.371, 0.550] 100.0 1519018.0 38794.0 8672.0 0.493
47 Diagnosis:Central nervous system (CNS) disease sid:23853001 230689003[count>2] -0.095 0.486 [0.431, 0.548] 273.0 1461216.0 96596.0 8499.0 0.485
48 Diagnosis:Degeneration (morphologic abnormality) sid:33359002 182257006[count>0] 0.094 1.088 [1.024, 1.156] 1216.0 1357047.0 200765.0 7556.0 0.505
49 Diagnosis:Disease (disorder) sid:64572001 173300003[count>10] -0.094 0.572 [0.546, 0.599] 2450.0 928672.0 629140.0 6322.0 0.438
50 Diagnosis:Observation of sensation of abdomen sid:247330004 247338006[count>0] 0.090 0.814 [0.746, 0.888] 547.0 1440139.0 117673.0 8225.0 0.493
51 Diagnosis:Observation of shoulder region sid:116308004 111958000[count>0] -0.090 0.754 [0.668, 0.851] 272.0 1494411.0 63401.0 8500.0 0.495
52 Diagnosis:Malignant neoplasm sid:363346000 255056009[count>10] 0.088 1.299 [1.152, 1.464] 279.0 1519379.0 38433.0 8493.0 0.504
53 Diagnosis:Soft tissue mass sid:444905003 196546001[count>2] 0.086 1.073 [0.950, 1.211] 270.0 1513014.0 44798.0 8502.0 0.501
54 Diagnosis:Rheumatic mitral valve disease, unspecified I05.9[count>0] 0.085 1.144 [0.993, 1.318] 198.0 1526990.0 30822.0 8574.0 0.501
55 Diagnosis:Mass of body region (finding) sid:300862005 274751001[count>2] 0.084 1.290 [1.213, 1.372] 1186.0 1389423.0 168389.0 7586.0 0.514
56 Diagnosis:Abdominal mass (finding) sid:271860004 300404004[count>0] -0.083 0.983 [0.913, 1.059] 770.0 1418956.0 138856.0 8002.0 0.499
57 Diagnosis:Disorder of soft tissue of trunk (disorder) sid:280133005 280126005[count>0] -0.082 0.720 [0.646, 0.802] 343.0 1474478.0 83334.0 8429.0 0.493
58 Diagnosis:Osteoarthritis of knee, unspecified M17.9[count>0] 0.082 1.334 [1.173, 1.517] 241.0 1525516.0 32296.0 8531.0 0.503
59 Diagnosis:Finding of back sid:414252009 283089004[count>0] 0.079 0.899 [0.842, 0.958] 1059.0 1351324.0 206488.0 7713.0 0.494