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1_weights_forecast.md

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index variable beta coef unadjusted OR TP TN FP FN AUC Single
0 demographics_RACE_Chinese 1.420 2.775 [2.116, 3.638] 54.0 1617695.0 16809.0 1873.0 0.509
1 demographics_age[between_1_and_10] -1.374 0.159 [0.082, 0.305] 9.0 1587555.0 46949.0 1918.0 0.488
2 Lab:Creatinine [Mass/volume] in Serum or Plasma 2160-0[normedValue_sd_between_3,10] 1.212 88.546 [76.897, 101.960] 238.0 1631907.0 2597.0 1689.0 0.561
3 Diagnosis:Renal dysfunction sid:236423003 236424009[count>0] 1.176 31.927 [29.063, 35.074] 686.0 1606686.0 27818.0 1241.0 0.669
4 demographics_age[between_80_and_90] 1.139 2.976 [2.616, 3.384] 271.0 1549296.0 85208.0 1656.0 0.544
5 demographics_age[between_10_and_20] -0.958 0.185 [0.109, 0.313] 14.0 1572245.0 62259.0 1913.0 0.485
6 Diagnosis:Mammography finding (finding) sid:129714008 129715009[count>0] -0.871 0.230 [0.155, 0.341] 25.0 1546178.0 88326.0 1902.0 0.479
7 demographics_age[between_30_and_40] -0.866 0.341 [0.271, 0.429] 75.0 1460951.0 173553.0 1852.0 0.466
8 Diagnosis:Urolithiasis (disorder) sid:95566004 236544000[count>0] -0.840 1.980 [1.543, 2.541] 64.0 1606627.0 27877.0 1863.0 0.508
9 demographics_RACE_African American (Black) 0.807 2.205 [1.962, 2.478] 344.0 1487853.0 146651.0 1583.0 0.544
10 Diagnosis:Disorder of portal system sid:128056006 210808001[count>0] 0.804 3.760 [2.940, 4.809] 66.0 1619232.0 15272.0 1861.0 0.512
11 ProcedureCPT:233 Laboratory 80002[count>10] 0.802 3.442 [3.104, 3.817] 480.0 1490815.0 143689.0 1447.0 0.581
12 Lab:Creatinine [Mass/volume] in Serum or Plasma 2160-0[normedValue_sd_between_-0.5,0.5] -0.762 0.543 [0.432, 0.680] 78.0 1516575.0 117929.0 1849.0 0.484
13 Diagnosis:Anemia in chronic kidney disease D63.1[count>0] 0.761 66.546 [53.925, 82.121] 98.0 1633189.0 1315.0 1829.0 0.525
14 demographics_age[between_70_and_80] 0.754 2.229 [2.009, 2.474] 470.0 1427884.0 206620.0 1457.0 0.559
15 Diagnosis:Encounter for general adult medical examination without abnormal findings Z00.00[count>0] -0.744 0.400 [0.330, 0.484] 112.0 1416048.0 218456.0 1815.0 0.462
16 Diagnosis:Measurement of renal function (procedure) sid:441915005 252272001[count>0] 0.725 25.280 [16.804, 38.033] 24.0 1633689.0 815.0 1903.0 0.506
17 demographics_GENDER_Female -0.686 0.387 [0.353, 0.423] 808.0 570151.0 1064353.0 1119.0 0.384
18 demographics_age[between_60_and_70] 0.678 1.457 [1.318, 1.611] 523.0 1301781.0 332723.0 1404.0 0.534
19 Diagnosis:Disorder of hand sid:118933004 195306002[count>0] 0.645 1.406 [1.067, 1.852] 52.0 1602882.0 31622.0 1875.0 0.504
20 demographics_age[between_20_and_30] -0.632 0.292 [0.217, 0.392] 45.0 1510597.0 123907.0 1882.0 0.474
21 Diagnosis:Disorder of pelvic region of trunk sid:609619005 363194005[count>0] -0.621 1.130 [1.008, 1.267] 365.0 1354471.0 280033.0 1562.0 0.509
22 Diagnosis:Urinary system disorder sid:128606002 231860006[count>0] 0.587 8.921 [8.156, 9.758] 901.0 1488027.0 146477.0 1026.0 0.689
23 Lab:Glomerular filtration rate/1.73 sq M predicted among non-blacks [Volume Rate/Area] in Serum or Plasma by Creatinine-based formula (MDRD) 48642-3[normedValue_sd_between_-3,-1] 0.574 28.012 [23.860, 32.887] 168.0 1628950.0 5554.0 1759.0 0.542
24 demographics_ETHNICITY_Unknown -0.573 0.706 [0.548, 0.909] 62.0 1560964.0 73540.0 1865.0 0.494
25 Diagnosis:Red blood cell count low sid:165423001 62574001[count>0] 0.524 4.807 [4.300, 5.374] 388.0 1553052.0 81452.0 1539.0 0.576
26 Diagnosis:Long-term current use of drug therapy (situation) sid:710814002 710159007[count>2] 0.519 3.689 [2.874, 4.736] 64.0 1619425.0 15079.0 1863.0 0.512
27 Diagnosis:Other proteinuria R80.8[count>0] 0.516 13.784 [11.175, 17.003] 93.0 1628513.0 5991.0 1834.0 0.522
28 Diagnosis:Finding of abdominal segment of trunk (finding) sid:609627001 116306000[count>0] 0.516 3.518 [3.205, 3.863] 1242.0 1078643.0 555861.0 685.0 0.652
29 Diagnosis:Age-related osteoporosis without current pathological fracture M81.0[count>0] -0.515 0.873 [0.668, 1.142] 55.0 1581311.0 53193.0 1872.0 0.498
30 Diagnosis:Low back pain (disorder) sid:279039007 202794004[count>2] -0.511 0.895 [0.668, 1.200] 46.0 1591046.0 43458.0 1881.0 0.499
31 ProcedureCPT:206 "Microscopic examination (bacterial smear 80100[count>0] -0.500 2.091 [1.829, 2.390] 246.0 1527580.0 106924.0 1681.0 0.531
32 Diagnosis:Surgical procedure atom sid:129284003 257878002[count>2] -0.495 2.324 [2.000, 2.701] 189.0 1561437.0 73067.0 1738.0 0.527
33 Diagnosis:Pleural effusion, not elsewhere classified J90[count>0] 0.486 11.789 [9.517, 14.604] 89.0 1627818.0 6686.0 1838.0 0.521
34 Diagnosis:Chronic systolic (congestive) heart failure I50.22[count>0] 0.483 8.308 [7.119, 9.695] 179.0 1614602.0 19902.0 1748.0 0.540
35 Diagnosis:Subject of record or other provider of history sid:419358007 410604004[count>0] 0.461 1.201 [0.956, 1.509] 77.0 1579764.0 54740.0 1850.0 0.503
36 Diagnosis:Skin structure of lower limb sid:371304004 181528008[count>0] 0.457 3.331 [2.662, 4.169] 80.0 1613526.0 20978.0 1847.0 0.514
37 Diagnosis:Inflammatory disorder of digestive system sid:373407002 82403002[count>0] 0.457 1.844 [1.621, 2.098] 270.0 1501815.0 132689.0 1657.0 0.529
38 Diagnosis:Current or past (actual) sid:410511007 410512000[count>0] -0.455 1.207 [1.046, 1.391] 213.0 1481885.0 152619.0 1714.0 0.509
39 Diagnosis:Palpitations (finding) sid:80313002 102590007[count>0] -0.454 0.947 [0.719, 1.248] 52.0 1587996.0 46508.0 1875.0 0.499
40 Diagnosis:Pain in lower limb (finding) sid:10601006 102570003[count>0] 0.443 1.199 [1.045, 1.376] 231.0 1467832.0 166672.0 1696.0 0.509
41 Diagnosis:Osteoarthritis basilar joint of thumb sid:37895003 323261000119101[count>0] 0.441 6.142 [3.292, 11.459] 10.0 1633117.0 1387.0 1917.0 0.502
42 Diagnosis:Diabetes mellitus (disorder) sid:73211009 111552007[count>0] 0.441 5.020 [4.553, 5.534] 579.0 1505668.0 128836.0 1348.0 0.611
43 Diagnosis:In progress sid:385651009 385653007[count>2] 0.437 3.689 [2.874, 4.736] 64.0 1619425.0 15079.0 1863.0 0.512
44 Lab:Alkaline phosphatase [Enzymatic activity/volume] in Serum or Plasma 6768-6[normedValue_sd_between_-0.5,0.5] -0.431 1.832 [1.601, 2.096] 243.0 1515134.0 119370.0 1684.0 0.527
45 Diagnosis:Hydronephrosis with renal and ureteral calculous obstruction N13.2[count>0] -0.427 1.916 [1.447, 2.538] 50.0 1612094.0 22410.0 1877.0 0.506
46 Diagnosis:Structure of immune system sid:116003000 122490001[count>0] 0.425 3.132 [2.591, 3.785] 114.0 1602330.0 32174.0 1813.0 0.520
47 Diagnosis:Genitourinary finding sid:118238000 300479008[count>0] 0.422 3.909 [3.575, 4.275] 1009.0 1275803.0 358701.0 918.0 0.652
48 Lab:Platelet mean volume [Entitic volume] in Blood 28542-9[normedValue_sd_between_0.5,1] -0.421 1.062 [0.773, 1.458] 39.0 1603311.0 31193.0 1888.0 0.501
49 Diagnosis:Disorder of kidney sid:90708001 106000008[count>0] 0.419 15.146 [13.835, 16.581] 824.0 1557672.0 76832.0 1103.0 0.690
50 Diagnosis:CKD stage 4 sid:431857002 721000119107[count>0] 0.416 114.441 [99.046, 132.230] 231.0 1632561.0 1943.0 1696.0 0.559
51 Diagnosis:Entire total body sid:38266002 10052007[count>0] -0.411 1.203 [1.013, 1.429] 140.0 1534597.0 99907.0 1787.0 0.506
52 Diagnosis:Structure of pelvic region of trunk sid:609617007 90264002[count>0] -0.410 1.001 [0.901, 1.113] 448.0 1254881.0 379623.0 1479.0 0.500
53 Diagnosis:Device (physical object) sid:49062001 105809003[count>0] -0.408 1.751 [1.478, 2.074] 145.0 1561912.0 72592.0 1782.0 0.515
54 Diagnosis:Autoimmune (qualifier value) sid:263680009 190454008[count>0] 0.399 2.670 [2.219, 3.213] 120.0 1594840.0 39664.0 1807.0 0.519
55 Diagnosis:Disorder of respiratory system sid:50043002 201060008[count>0] -0.395 1.401 [1.262, 1.555] 468.0 1329978.0 304526.0 1459.0 0.528
56 Diagnosis:General cardiovascular observations sid:106063007 10337008[count>0] 0.393 2.716 [2.482, 2.972] 1090.0 1104771.0 529733.0 837.0 0.621
57 Diagnosis:Lesion of liver (finding) sid:300331000 300332007[count>0] 0.393 8.387 [6.838, 10.286] 98.0 1624128.0 10376.0 1829.0 0.522
58 Diagnosis:Dehydration E86.0[count>0] 0.391 9.312 [7.077, 12.253] 53.0 1629555.0 4949.0 1874.0 0.512
59 Diagnosis:Respiratory finding (finding) sid:106048009 106058008[count>0] 0.384 1.591 [1.449, 1.747] 680.0 1217353.0 417151.0 1247.0 0.549