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54_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] 1.522 7.970 [7.183, 8.843] 387.0 1606267.0 10569.0 7380.0 0.522
1 demographics_age[between_80_and_90] 1.470 5.213 [4.936, 5.506] 1668.0 1536240.0 80596.0 6099.0 0.582
2 demographics_age[between_10_and_20] -1.044 0.149 [0.112, 0.199] 46.0 1554678.0 62158.0 7721.0 0.484
3 demographics_age[between_70_and_80] 0.986 2.679 [2.549, 2.817] 2143.0 1415521.0 201315.0 5624.0 0.576
4 demographics_age[between_1_and_10] -0.954 0.134 [0.094, 0.191] 31.0 1569947.0 46889.0 7736.0 0.487
5 demographics_GENDER_Female -0.704 0.399 [0.381, 0.417] 3335.0 560044.0 1056792.0 4432.0 0.388
6 demographics_age[between_20_and_30] -0.684 0.172 [0.142, 0.208] 109.0 1493259.0 123577.0 7658.0 0.469
7 demographics_RACE_Unknown -0.612 0.235 [0.202, 0.273] 174.0 1473214.0 143622.0 7593.0 0.467
8 Diagnosis:Renal dysfunction sid:236423003 236424009[count>0] 0.571 13.825 [12.985, 14.718] 1217.0 1595394.0 21442.0 6550.0 0.572
9 Diagnosis:Disorder characterised by granuloma formation sid:128561003 214600002[count>2] 0.544 2.456 [2.012, 2.998] 99.0 1608380.0 8456.0 7668.0 0.504
10 demographics_age[between_60_and_70] 0.479 1.126 [1.068, 1.188] 1736.0 1287720.0 329116.0 6031.0 0.510
11 Diagnosis:Lesion of liver (finding) sid:300331000 300332007[count>0] 0.459 6.300 [5.585, 7.108] 282.0 1607225.0 9611.0 7485.0 0.515
12 Diagnosis:Primary malignant neoplasm sid:372087000 109267002[count>0] 0.451 4.513 [4.179, 4.875] 727.0 1580670.0 36166.0 7040.0 0.536
13 demographics_age[between_30_and_40] -0.447 0.229 [0.200, 0.263] 208.0 1443607.0 173229.0 7559.0 0.460
14 Diagnosis:Imaging finding (finding) sid:365853002 370380004[count>0] -0.440 0.732 [0.669, 0.800] 518.0 1473033.0 143803.0 7249.0 0.489
15 Diagnosis:Skin ulcer (disorder) sid:46742003 19429009[count>0] 0.427 11.725 [10.358, 13.271] 273.0 1611828.0 5008.0 7494.0 0.516
16 Diagnosis:Uninary function finding sid:106098005 106099002[count>0] 0.419 4.381 [4.181, 4.592] 2723.0 1439469.0 177367.0 5044.0 0.620
17 demographics_RACE_African American (Black) 0.368 1.341 [1.251, 1.438] 907.0 1471779.0 145057.0 6860.0 0.514
18 Diagnosis:Disorder of brain sid:81308009 230377009[count>0] 0.364 2.805 [2.642, 2.978] 1300.0 1508700.0 108136.0 6467.0 0.550
19 Diagnosis:History of respiratory disease (situation) sid:161523006 161524000[count>0] 0.331 4.813 [4.269, 5.426] 283.0 1604232.0 12604.0 7484.0 0.514
20 Diagnosis:Diabetes mellitus (disorder) sid:73211009 111552007[count>0] 0.321 4.166 [3.957, 4.385] 1987.0 1493575.0 123261.0 5780.0 0.590
21 Diagnosis:Lung observations sid:301230006 301231005[count>0] 0.310 4.038 [3.791, 4.301] 1152.0 1549986.0 66850.0 6615.0 0.553
22 Lab:Hemoglobin [Mass/volume] in Blood 718-7[normedValue_sd_between_-3,-1] 0.299 5.239 [4.835, 5.677] 665.0 1588446.0 28390.0 7102.0 0.534
23 Diagnosis:Renal failure sid:42399005 109477002[count>0] 0.287 20.101 [17.657, 22.882] 258.0 1614077.0 2759.0 7509.0 0.516
24 Diagnosis:Disorder characterised by granuloma formation sid:128561003 214600002[count>0] 0.285 2.177 [1.841, 2.573] 141.0 1603217.0 13619.0 7626.0 0.505
25 Diagnosis:Morbid obesity (disorder) sid:238136002 190966007[count>0] 0.279 2.607 [2.291, 2.966] 241.0 1597214.0 19622.0 7526.0 0.509
26 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_0.5,1] 0.272 8.253 [7.514, 9.065] 482.0 1603977.0 12859.0 7285.0 0.527
27 Diagnosis:Procedure on body system (procedure) sid:118664000 284366008[count>0] -0.271 0.853 [0.808, 0.899] 1734.0 1209201.0 407635.0 6033.0 0.486
28 Diagnosis:Encounter for general adult medical examination without abnormal findings Z00.00[count>0] -0.270 0.587 [0.541, 0.636] 646.0 1400384.0 216452.0 7121.0 0.475
29 ProcedureCPT:Thyroxine Free 84439[count>0] 0.262 2.368 [2.141, 2.619] 403.0 1580316.0 36520.0 7364.0 0.515
30 Diagnosis:Clinical evaluation sid:386053000 103705002[count>0] -0.262 1.245 [1.189, 1.304] 4892.0 683236.0 933600.0 2875.0 0.526
31 Diagnosis:Mass of body region (finding) sid:300862005 274751001[count>0] -0.255 1.342 [1.276, 1.412] 2053.0 1275432.0 341404.0 5714.0 0.527
32 Diagnosis:Disorder of cartilage sid:50927007 53417006[count>0] -0.253 1.146 [1.060, 1.238] 713.0 1485746.0 131090.0 7054.0 0.505
33 demographics_age[between_40_and_50] -0.252 0.373 [0.340, 0.408] 488.0 1370226.0 246610.0 7279.0 0.455
34 Lab:Urea nitrogen [Mass/volume] in Serum or Plasma 3094-0[normedValue_sd_between_1,3] 0.242 10.323 [9.619, 11.079] 906.0 1596415.0 20421.0 6861.0 0.552
35 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] 0.236 7.865 [7.203, 8.587] 553.0 1601229.0 15607.0 7214.0 0.531
36 Diagnosis:Disorder characterized by pain sid:373673007 230461009[count>0] -0.231 1.695 [1.573, 1.827] 769.0 1518408.0 98428.0 6998.0 0.519
37 Diagnosis:Intents (nature of procedure values) sid:363675004 261004008[count>0] -0.228 0.614 [0.580, 0.650] 1461.0 1173840.0 442996.0 6306.0 0.457
38 ProcedureCPT:183 Routine chest X 71010[count>0] 0.226 4.334 [4.027, 4.664] 809.0 1574595.0 42241.0 6958.0 0.539
39 Diagnosis:Systolic dysfunction sid:371037005 417996009[count>0] 0.224 10.835 [9.865, 11.901] 487.0 1606915.0 9921.0 7280.0 0.528
40 Diagnosis:Drug therapy status (situation) sid:410684002 135794007[count>0] 0.219 4.476 [4.198, 4.772] 1108.0 1558885.0 57951.0 6659.0 0.553
41 Diagnosis:Recurrent (qualifier value) sid:255227004 255228009[count>0] -0.218 0.948 [0.792, 1.135] 121.0 1590301.0 26535.0 7646.0 0.500
42 Diagnosis:Calculus (morphologic abnormality) sid:56381008 115600008[count>0] -0.214 2.266 [2.040, 2.518] 368.0 1582117.0 34719.0 7399.0 0.513
43 Diagnosis:Malignant neoplasm of primary, secondary, or uncertain origin sid:367651003 14799000[count>2] 0.213 3.136 [2.950, 3.333] 1246.0 1523973.0 92863.0 6521.0 0.551
44 ProcedureCPT:Other diagnostic procedures (interview, evaluation, consultation) ccs group 227 0074T[count>0] 0.212 2.483 [2.364, 2.609] 2232.0 1390952.0 225884.0 5535.0 0.574
45 ProcedureCPT:Tte w/doppler complete 93306[count>0] 0.212 4.286 [3.963, 4.636] 699.0 1580374.0 36462.0 7068.0 0.534
46 Diagnosis:Mechanical abnormality (morphologic abnormality) sid:107658001 107666005[count>0] 0.211 4.633 [4.420, 4.856] 2685.0 1451325.0 165511.0 5082.0 0.622
47 Lab:Creatinine [Mass/volume] in Serum or Plasma 2160-0[normedValue_sd_between_1,3] 0.210 16.502 [15.073, 18.067] 538.0 1609577.0 7259.0 7229.0 0.532
48 Lab:Erythrocyte distribution width [Ratio] by Automated count 788-0[normedValue_sd_between_-1,-0.5] -0.209 0.964 [0.858, 1.083] 297.0 1552804.0 64032.0 7470.0 0.499
49 Diagnosis:Cardiac insufficiency sid:84114007 10091002[count>0] 0.208 9.855 [9.184, 10.573] 911.0 1595325.0 21511.0 6856.0 0.552
50 Diagnosis:Essential hypertension (disorder) sid:59621000 1201005[count>0] 0.204 4.114 [3.934, 4.302] 3678.0 1326743.0 290093.0 4089.0 0.647
51 Diagnosis:Structure of anatomical reproductive system sid:245500007 278875001[count>2] -0.203 1.697 [1.584, 1.819] 920.0 1498225.0 118611.0 6847.0 0.523
52 Diagnosis:Chronic course - prolonged duration sid:90734009 263730007[count>2] 0.202 5.397 [5.137, 5.670] 2259.0 1502651.0 114185.0 5508.0 0.610
53 Lab:Creatinine [Mass/volume] in Serum or Plasma 2160-0[normedValue_sd_between_0.5,1] 0.198 7.412 [6.817, 8.060] 614.0 1598327.0 18509.0 7153.0 0.534
54 demographics_RACE_Other Race 0.198 1.194 [1.112, 1.281] 876.0 1461227.0 155609.0 6891.0 0.508
55 Diagnosis:Disorder of face sid:118930001 200652002[count>0] -0.198 1.037 [0.952, 1.129] 576.0 1500879.0 115957.0 7191.0 0.501
56 Diagnosis:Unspecified abdominal pain R10.9[count>0] 0.194 1.860 [1.708, 2.027] 569.0 1550937.0 65899.0 7198.0 0.516
57 ProcedureCPT:231 Other therapeutic procedures 0038T[count>0] 0.192 3.102 [2.920, 3.295] 1277.0 1520400.0 96436.0 6490.0 0.552
58 Lab:Glomerular filtration rate/1.73 sq M predicted among blacks [Volume Rate/Area] in Serum or Plasma by Creatinine-based formula (MDRD) 48643-1[normedValue_sd_between_-0.5,0.5] 0.192 13.679 [12.293, 15.221] 375.0 1610862.0 5974.0 7392.0 0.522
59 Diagnosis:Disorder of lipid and lipoprotein metabolism sid:48286001 238017009[count>2] -0.191 2.585 [2.460, 2.716] 2221.0 1399924.0 216912.0 5546.0 0.576