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53_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] 1.930 7.063 [6.411, 7.783] 445.0 1578578.0 9467.0 10505.0 0.517
1 demographics_age[between_80_and_90] 1.782 5.368 [5.124, 5.624] 2297.0 1513215.0 74830.0 8653.0 0.581
2 demographics_age[between_1_and_10] -1.214 0.036 [0.020, 0.064] 12.0 1541172.0 46873.0 10938.0 0.486
3 demographics_age[between_70_and_80] 1.177 2.952 [2.831, 3.077] 3168.0 1395570.0 192475.0 7782.0 0.584
4 demographics_age[between_20_and_30] -0.956 0.125 [0.104, 0.150] 114.0 1464570.0 123475.0 10836.0 0.466
5 Lab:Creatinine [Mass/volume] in Serum or Plasma 2160-0[normedValue_sd_between_1,3] 0.924 9.233 [8.665, 9.839] 1116.0 1568764.0 19281.0 9834.0 0.545
6 demographics_age[between_10_and_20] -0.813 0.106 [0.080, 0.141] 47.0 1525985.0 62060.0 10903.0 0.483
7 demographics_age[between_60_and_70] 0.671 1.298 [1.243, 1.356] 2712.0 1266748.0 321297.0 8238.0 0.523
8 demographics_GENDER_Female -0.623 0.422 [0.406, 0.438] 4909.0 542679.0 1045366.0 6041.0 0.395
9 demographics_RACE_African American (Black) 0.592 1.577 [1.493, 1.667] 1461.0 1446827.0 141218.0 9489.0 0.522
10 demographics_age[between_30_and_40] -0.582 0.177 [0.156, 0.202] 232.0 1415392.0 172653.0 10718.0 0.456
11 Lab:Hemoglobin [Mass/volume] in Blood 718-7[normedValue_sd_between_-3,-1] 0.439 3.484 [3.218, 3.771] 666.0 1559062.0 28983.0 10284.0 0.521
12 Diagnosis:Disorder of glucose metabolism (disorder) sid:126877002 271327008[count>0] 0.393 4.186 [4.003, 4.377] 2562.0 1480051.0 107994.0 8388.0 0.583
13 Diagnosis:Anemia, unspecified D64.9[count>0] 0.385 3.437 [3.211, 3.678] 932.0 1546188.0 41857.0 10018.0 0.529
14 Diagnosis:Disorder of kidney sid:90708001 106000008[count>0] 0.380 4.822 [4.566, 5.094] 1531.0 1536263.0 51782.0 9419.0 0.554
15 Diagnosis:Other specified abnormal findings of blood chemistry R79.89[count>0] 0.379 2.629 [2.427, 2.849] 644.0 1551182.0 36863.0 10306.0 0.518
16 Diagnosis:Uninary function finding sid:106098005 106099002[count>0] 0.362 3.083 [2.952, 3.219] 2788.0 1429637.0 158408.0 8162.0 0.577
17 Diagnosis:General examination of patient (procedure) sid:162673000 243788004[count>0] -0.301 0.497 [0.462, 0.534] 785.0 1374299.0 213746.0 10165.0 0.469
18 Diagnosis:Osteoporosis (disorder) sid:64859006 203433000[count>0] -0.299 1.157 [1.061, 1.260] 553.0 1518221.0 69824.0 10397.0 0.503
19 Diagnosis:Procedure on digestive organ (procedure) sid:118821005 107957009[count>0] 0.286 2.506 [2.181, 2.878] 207.0 1575926.0 12119.0 10743.0 0.506
20 demographics_age[between_40_and_50] -0.273 0.309 [0.284, 0.336] 585.0 1342723.0 245322.0 10365.0 0.449
21 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] 0.267 17.131 [15.295, 19.187] 343.0 1585053.0 2992.0 10607.0 0.515
22 Diagnosis:Dyspnea, unspecified R06.00[count>0] 0.267 2.567 [2.404, 2.742] 990.0 1528849.0 59196.0 9960.0 0.527
23 Diagnosis:Wound sid:416462003 231879009[count>0] 0.218 1.611 [1.488, 1.746] 645.0 1528670.0 59375.0 10305.0 0.511
24 Diagnosis:Finding of abdomen (finding) sid:609624008 118948005[count>0] 0.216 1.902 [1.831, 1.976] 4692.0 1139076.0 448969.0 6258.0 0.573
25 Diagnosis:Laboratory procedures sid:108252007 108257001[count>0] 0.216 1.917 [1.689, 2.176] 249.0 1569002.0 19043.0 10701.0 0.505
26 Diagnosis:Edema, unspecified R60.9[count>0] 0.215 4.290 [3.947, 4.662] 601.0 1566833.0 21212.0 10349.0 0.521
27 Lab:Creatinine [Mass/volume] in Serum or Plasma 2160-0[normedValue_sd_between_-0.5,0.5] -0.205 0.917 [0.845, 0.994] 623.0 1490001.0 98044.0 10327.0 0.498
28 Diagnosis:Structure of cardiovascular system sid:113257007 181284009[count>0] 0.201 3.065 [2.950, 3.184] 6366.0 1092866.0 495179.0 4584.0 0.635
29 Diagnosis:Breast finding (finding) sid:116339002 102888000[count>0] -0.186 0.547 [0.502, 0.597] 544.0 1449593.0 138452.0 10406.0 0.481
30 Diagnosis:Anatomical or acquired body structure sid:442083009 91723000[count>2] -0.184 1.375 [1.313, 1.439] 8613.0 431427.0 1156618.0 2337.0 0.529
31 Diagnosis:Bypass - action (qualifier value) sid:360021005 174121000[count>0] 0.184 4.021 [3.556, 4.548] 267.0 1578236.0 9809.0 10683.0 0.509
32 Lab:Creatinine [Mass/volume] in Serum or Plasma 2160-0[normedValue_sd_between_-1,-0.5] -0.183 0.432 [0.372, 0.501] 178.0 1529524.0 58521.0 10772.0 0.490
33 Diagnosis:Kidney observation sid:249578005 102799005[count>0] 0.180 4.871 [4.610, 5.146] 1510.0 1537549.0 50496.0 9440.0 0.553
34 Diagnosis:Anatomical or acquired body structure sid:442083009 91723000[count>0] -0.178 1.207 [1.100, 1.324] 10483.0 81010.0 1507035.0 467.0 0.504
35 Diagnosis:Known present sid:410515003 410591008[count>0] -0.172 1.338 [1.278, 1.401] 2284.0 1326715.0 261330.0 8666.0 0.522
36 Lab:Glucose [Mass/volume] in Serum or Plasma 2345-7[normedValue_sd_between_-0.5,0.5] -0.162 1.587 [1.495, 1.685] 1218.0 1471966.0 116079.0 9732.0 0.519
37 Diagnosis:Sequela (disorder) sid:362977000 302049001[count>0] 0.161 2.921 [2.633, 3.240] 378.0 1568840.0 19205.0 10572.0 0.511
38 Diagnosis:Essential hypertension (disorder) sid:59621000 1201005[count>0] 0.154 3.481 [3.350, 3.616] 4597.0 1314724.0 273321.0 6353.0 0.624
39 Diagnosis:Observation of pattern of urination sid:300470007 165233007[count>0] -0.154 1.941 [1.768, 2.131] 466.0 1552498.0 35547.0 10484.0 0.510
40 Diagnosis:Autoimmune (qualifier value) sid:263680009 190454008[count>0] 0.150 1.469 [1.325, 1.628] 379.0 1550206.0 37839.0 10571.0 0.505
41 Diagnosis:Disorder of lipid and lipoprotein metabolism sid:48286001 238017009[count>2] -0.144 2.498 [2.394, 2.606] 2949.0 1383829.0 204216.0 8001.0 0.570
42 Diagnosis:Structure of endocrine system sid:113331007 278876000[count>0] 0.143 2.441 [2.344, 2.541] 3506.0 1331163.0 256882.0 7444.0 0.579
43 Diagnosis:Observation of blood, lymphatics and immune system sid:299691001 106182000[count>0] 0.142 2.376 [2.212, 2.551] 829.0 1535115.0 52930.0 10121.0 0.521
44 Diagnosis:Chronic course - prolonged duration sid:90734009 263730007[count>0] 0.142 2.459 [2.354, 2.568] 2744.0 1397928.0 190117.0 8206.0 0.565
45 Diagnosis:Hydronephrosis with renal and ureteral calculous obstruction N13.2[count>0] -0.138 2.302 [2.055, 2.580] 310.0 1568201.0 19844.0 10640.0 0.508
46 Diagnosis:CVS disease - cardiovascular system disease sid:49601007 105980002[count>0] 0.134 3.117 [3.000, 3.237] 6310.0 1105606.0 482439.0 4640.0 0.636
47 Diagnosis:Hereditary disorder of nervous system (disorder) sid:363235000 191397007[count>2] 0.132 2.845 [2.322, 3.485] 96.0 1583123.0 4922.0 10854.0 0.503
48 Diagnosis:Increased uric acid level (finding) sid:49099001 269859006[count>0] 0.129 4.621 [4.158, 5.135] 368.0 1576183.0 11862.0 10582.0 0.513
49 Diagnosis:Malignant neoplasm of primary, secondary, or uncertain origin sid:367651003 14799000[count>0] 0.127 2.131 [2.021, 2.246] 1644.0 1466459.0 121586.0 9306.0 0.537
50 Diagnosis:Structure of skin and/or mucous membrane sid:707862002 276327007[count>0] -0.124 1.082 [1.029, 1.137] 1903.0 1329506.0 258539.0 9047.0 0.505
51 Diagnosis:Structure of pelvic region of trunk sid:609617007 90264002[count>0] -0.123 1.213 [1.162, 1.265] 2891.0 1225483.0 362562.0 8059.0 0.518
52 Diagnosis:Cardiac insufficiency sid:84114007 10091002[count>0] 0.122 6.819 [6.347, 7.326] 841.0 1568904.0 19141.0 10109.0 0.532
53 Diagnosis:Inflammation (morphologic abnormality) sid:23583003 103622007[count>0] 0.121 1.322 [1.272, 1.374] 4104.0 1092589.0 495456.0 6846.0 0.531
54 Diagnosis:Viscus structure finding sid:406123005 301230006[count>0] 0.120 2.386 [2.297, 2.479] 6461.0 990581.0 597464.0 4489.0 0.607
55 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_-0.5,0.5] 0.117 6.065 [5.537, 6.644] 504.0 1575512.0 12533.0 10446.0 0.519
56 Diagnosis:Finding of pelvic region of trunk sid:609625009 124734007[count>2] -0.117 1.490 [1.417, 1.566] 1873.0 1394850.0 193195.0 9077.0 0.525
57 Diagnosis:Prevention status (finding) sid:243815002 243876005[count>0] -0.116 0.687 [0.657, 0.719] 2385.0 1130157.0 457888.0 8565.0 0.465
58 Diagnosis:Clinical finding sid:404684003 250171008[count>2] -0.114 1.190 [1.131, 1.251] 9142.0 302479.0 1285566.0 1808.0 0.513
59 Diagnosis:Diabetes mellitus (disorder) sid:73211009 111552007[count>0] 0.114 3.828 [3.660, 4.005] 2496.0 1474344.0 113701.0 8454.0 0.578