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0_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] -1.006 0.217 [0.188, 0.250] 190.0 1457361.0 46067.0 27732.0 0.488
1 demographics_age[between_10_and_20] -0.852 0.236 [0.210, 0.266] 276.0 1442411.0 61017.0 27646.0 0.485
2 demographics_age[between_70_and_80] 0.742 2.016 [1.958, 2.075] 5933.0 1325931.0 177497.0 21989.0 0.547
3 Diagnosis:Type 2 diabetes mellitus without complications E11.9[count>0] 0.729 11.804 [11.476, 12.142] 7409.0 1458792.0 44636.0 20513.0 0.618
4 Diagnosis:Diabetes mellitus (disorder) sid:73211009 111552007[count>0] 0.676 9.145 [8.900, 9.398] 7940.0 1440826.0 62602.0 19982.0 0.621
5 demographics_age[between_80_and_90] 0.645 1.933 [1.854, 2.015] 2495.0 1430785.0 72643.0 25427.0 0.521
6 demographics_age[between_20_and_30] -0.613 0.283 [0.262, 0.305] 670.0 1383188.0 120240.0 27252.0 0.472
7 demographics_age[between_60_and_70] 0.610 1.654 [1.611, 1.698] 8055.0 1207440.0 295988.0 19867.0 0.546
8 demographics_RACE_African American (Black) 0.488 1.650 [1.594, 1.708] 3792.0 1372695.0 130733.0 24130.0 0.524
9 Lab:Gamma glutamyl transferase [Enzymatic activity/volume] in Serum or Plasma 2324-2[normedValue_sd_between_-0.5,0.5] 0.360 4.775 [4.304, 5.298] 392.0 1498958.0 4470.0 27530.0 0.506
10 Lab:Glucose [Mass/volume] in Serum or Plasma 2345-7[normedValue_sd_between_1,3] 0.336 4.398 [4.147, 4.665] 1248.0 1487603.0 15825.0 26674.0 0.517
11 Diagnosis:Systemic lupus erythematosus, organ or system involvement unspecified M32.10[count>0] 0.329 2.761 [2.404, 3.172] 212.0 1499274.0 4154.0 27710.0 0.502
12 Diagnosis:Hereditary and idiopathic neuropathy, unspecified G60.9[count>0] 0.300 4.146 [3.691, 4.657] 309.0 1499381.0 4047.0 27613.0 0.504
13 demographics_age[between_30_and_40] -0.277 0.448 [0.425, 0.473] 1481.0 1336469.0 166959.0 26441.0 0.471
14 Lab:Neutrophils/100 leukocytes in Blood 26511-6[normedValue_sd_between_1,3] -0.270 1.480 [1.382, 1.586] 859.0 1471868.0 31560.0 27063.0 0.505
15 Diagnosis:Renal dysfunction sid:236423003 236424009[count>0] 0.269 4.674 [4.436, 4.924] 1617.0 1483911.0 19517.0 26305.0 0.522
16 Diagnosis:Lupus erythematosus (disorder) sid:200936003 55464009[count>0] 0.265 2.475 [2.173, 2.818] 240.0 1498180.0 5248.0 27682.0 0.503
17 Diagnosis:Malignant neoplasm, primary sid:86049000 10069009[count>0] 0.260 1.622 [1.525, 1.725] 1083.0 1466930.0 36498.0 26839.0 0.507
18 Diagnosis:Clinical finding sid:404684003 250171008[count>2] -0.251 1.394 [1.349, 1.441] 23715.0 298079.0 1205349.0 4207.0 0.524
19 demographics_RACE_Other Race 0.228 1.215 [1.171, 1.262] 3136.0 1361685.0 141743.0 24786.0 0.509
20 Diagnosis:Disorder of carbohydrate metabolism (disorder) sid:20957000 237597000[count>0] 0.220 8.039 [7.828, 8.255] 8386.0 1427216.0 76212.0 19536.0 0.625
21 demographics_age[between_90_and_100] 0.219 1.897 [1.704, 2.111] 350.0 1493432.0 9996.0 27572.0 0.503
22 demographics_RACE_Unknown -0.200 0.592 [0.563, 0.623] 1579.0 1365223.0 138205.0 26343.0 0.482
23 Diagnosis:Nonrheumatic mitral (valve) prolapse I34.1[count>2] -0.198 1.101 [0.992, 1.221] 370.0 1485304.0 18124.0 27552.0 0.501
24 Diagnosis:Deficiency of vitamin B>12< sid:190634004 64117007[count>0] 0.198 2.983 [2.773, 3.208] 786.0 1488969.0 14459.0 27136.0 0.509
25 Diagnosis:Superficial mycosis (disorder) sid:276206000 402136007[count>0] 0.194 2.177 [1.938, 2.446] 298.0 1496014.0 7414.0 27624.0 0.503
26 demographics_age[between_50_and_60] 0.190 0.958 [0.930, 0.987] 5493.0 1197349.0 306079.0 22429.0 0.497
27 ProcedureCPT:automated, with microscopy 81001[count>0] 0.189 2.183 [2.079, 2.292] 1802.0 1457370.0 46058.0 26120.0 0.517
28 Diagnosis:Adiposity sid:414916001 414920002[count>0] 0.186 2.223 [2.132, 2.319] 2493.0 1439937.0 63491.0 25429.0 0.524
29 Diagnosis:Endocrine, nutritional and metabolic observations sid:297269007 106089007[count>0] 0.169 1.708 [1.587, 1.839] 754.0 1479394.0 24034.0 27168.0 0.506
30 Diagnosis:Deformity of spine (finding) sid:298380006 249709003[count>0] -0.169 0.779 [0.682, 0.889] 224.0 1487977.0 15451.0 27698.0 0.499
31 Diagnosis:Structure of integumentary system sid:48075008 361692004[count>0] 0.166 1.399 [1.355, 1.444] 4725.0 1312327.0 191101.0 23197.0 0.521
32 Diagnosis:Disorder of glucose metabolism (disorder) sid:126877002 271327008[count>0] 0.165 9.846 [9.580, 10.119] 7845.0 1446039.0 57389.0 20077.0 0.621
33 Diagnosis:Disorder of extremity sid:128605003 280134004[count>10] -0.164 1.614 [1.540, 1.692] 1910.0 1438012.0 65416.0 26012.0 0.512
34 Diagnosis:Clinical imaging sid:363679005 169283005[count>2] 0.164 0.924 [0.879, 0.971] 1700.0 1404864.0 98564.0 26222.0 0.498
35 Diagnosis:Finding of abdominal segment of trunk (finding) sid:609627001 116306000[count>0] 0.163 1.678 [1.638, 1.718] 12410.0 1017974.0 485454.0 15512.0 0.561
36 Diagnosis:Disorder of mineral metabolism (disorder) sid:45744005 237879001[count>0] 0.161 2.472 [2.304, 2.652] 835.0 1484911.0 18517.0 27087.0 0.509
37 Diagnosis:Observation of the extremities sid:302293008 116307009[count>2] 0.157 1.713 [1.666, 1.761] 6922.0 1260792.0 242636.0 21000.0 0.543
38 ProcedureCPT:Thyroid Stimulating Hormone (TSH) 84443[count>0] 0.156 2.129 [2.040, 2.222] 2402.0 1439778.0 63650.0 25520.0 0.522
39 Diagnosis:Other specified diabetes mellitus without complications E13.9[count>2] 0.154 12.364 [11.944, 12.798] 4485.0 1480513.0 22915.0 23437.0 0.573
40 Diagnosis:Autoimmune (qualifier value) sid:263680009 190454008[count>0] 0.150 1.617 [1.516, 1.726] 977.0 1470462.0 32966.0 26945.0 0.507
41 Diagnosis:Clinical evaluation sid:386053000 103705002[count>0] -0.145 1.186 [1.158, 1.216] 16959.0 652585.0 850843.0 10963.0 0.521
42 demographics_GENDER_Female -0.142 0.631 [0.616, 0.646] 15349.0 512063.0 991365.0 12573.0 0.445
43 Diagnosis:Screening for disorder (procedure) sid:312851005 171228002[count>0] 0.142 1.150 [1.110, 1.191] 3577.0 1333057.0 170371.0 24345.0 0.507
44 Diagnosis:Right ventricular abnormality (disorder) sid:253516002 253522006[count>0] 0.141 2.237 [2.014, 2.484] 369.0 1494481.0 8947.0 27553.0 0.504
45 Diagnosis:Screening status (finding) sid:243876005 243882008[count>2] 0.139 1.121 [1.071, 1.173] 2040.0 1404637.0 98791.0 25882.0 0.504
46 Diagnosis:Ovary observations sid:289834006 289835007[count>2] 0.139 1.205 [1.058, 1.373] 234.0 1492959.0 10469.0 27688.0 0.501
47 Lab:Glucose [Mass/volume] in Serum or Plasma 2345-7[normedValue_sd_between_3,10] 0.138 10.979 [10.005, 12.048] 543.0 1500717.0 2711.0 27379.0 0.509
48 Diagnosis:Procedure by intent (procedure) sid:362961001 169443000[count>0] -0.136 0.761 [0.740, 0.783] 6198.0 1093415.0 410013.0 21724.0 0.475
49 Diagnosis:BP - Blood pressure sid:75367002 37087001[count>0] -0.133 0.950 [0.833, 1.083] 229.0 1490453.0 12975.0 27693.0 0.500
50 Diagnosis:Anatomical or acquired body structure sid:442083009 91723000[count>0] -0.127 1.512 [1.419, 1.611] 26923.0 79863.0 1423565.0 999.0 0.509
51 Diagnosis:Arthropathy associated with another disorder (disorder) sid:35524003 201727001[count>0] -0.125 1.468 [1.327, 1.625] 391.0 1489025.0 14403.0 27531.0 0.502
52 Diagnosis:Done sid:385658003 398166005[count>2] -0.125 1.602 [1.532, 1.676] 2113.0 1430336.0 73092.0 25809.0 0.514
53 Diagnosis:Renal structure sid:64033007 181414000[count>0] 0.123 2.678 [2.573, 2.788] 2781.0 1443798.0 59630.0 25141.0 0.530
54 Diagnosis:Chronic course - prolonged duration sid:90734009 263730007[count>0] 0.123 2.154 [2.094, 2.217] 6263.0 1325503.0 177925.0 21659.0 0.553
55 Diagnosis:Disorder of affect sid:46206005 13746004[count>0] 0.123 1.703 [1.618, 1.792] 1605.0 1451442.0 51986.0 26317.0 0.511
56 Diagnosis:Complication (disorder) sid:116223007 10596002[count>2] -0.123 1.249 [1.165, 1.339] 843.0 1466865.0 36563.0 27079.0 0.503
57 Diagnosis:Disorder of esophagus (disorder) sid:37657006 196623008[count>0] -0.121 1.590 [1.530, 1.652] 3010.0 1397238.0 106190.0 24912.0 0.519
58 ProcedureCPT:Laboratory - Chemistry and Hematology ccs group 233 0002U[count>2] 0.121 1.857 [1.806, 1.911] 6408.0 1295666.0 207762.0 21514.0 0.546
59 Diagnosis:History of neoplasm (situation) sid:275904003 266987004[count>0] -0.120 1.215 [1.153, 1.280] 1512.0 1435751.0 67677.0 26410.0 0.505