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23_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] 1.589 14.052 [12.848, 15.369] 666.0 1578487.0 42171.0 1774.0 0.623
1 demographics_age[between_10_and_20] 0.882 6.313 [5.698, 6.994] 452.0 1564319.0 56339.0 1988.0 0.575
2 Diagnosis:Mental disorder (disorder) sid:74732009 192616009[count>0] 0.655 3.954 [3.613, 4.326] 645.0 1485630.0 135028.0 1795.0 0.591
3 demographics_age[between_70_and_80] -0.640 0.110 [0.080, 0.151] 39.0 1412519.0 208139.0 2401.0 0.444
4 demographics_age[between_20_and_30] 0.460 2.552 [2.294, 2.837] 411.0 1501459.0 119199.0 2029.0 0.547
5 demographics_age[between_60_and_70] -0.459 0.175 [0.144, 0.212] 106.0 1286097.0 334561.0 2334.0 0.419
6 demographics_age[between_50_and_60] -0.360 0.261 [0.222, 0.308] 154.0 1288389.0 332269.0 2286.0 0.429
7 Diagnosis:Diagnostic imaging procedure using X-rays sid:363680008 108273007[count>0] -0.290 0.178 [0.146, 0.216] 104.0 1295957.0 324701.0 2336.0 0.421
8 demographics_GENDER_Female -0.226 0.419 [0.387, 0.454] 1077.0 561999.0 1058659.0 1363.0 0.394
9 Diagnosis:Clinical history and observations sid:250171008 105499002[count>0] 0.175 1.641 [1.515, 1.777] 1327.0 938610.0 682048.0 1113.0 0.562
10 Diagnosis:Hypertensive disorder, systemic arterial sid:38341003 10725009[count>0] -0.158 0.246 [0.208, 0.292] 143.0 1293840.0 326818.0 2297.0 0.428
11 Diagnosis:Disorder of trunk sid:128121009 280133005[count>0] -0.155 0.468 [0.429, 0.510] 739.0 840520.0 780138.0 1701.0 0.411
12 Diagnosis:Procedure on thorax (procedure) sid:118695007 238327005[count>0] -0.143 0.141 [0.113, 0.177] 77.0 1316996.0 303662.0 2363.0 0.422
13 Diagnosis:CVS disease - cardiovascular system disease sid:49601007 105980002[count>2] -0.139 0.369 [0.325, 0.420] 257.0 1228999.0 391659.0 2183.0 0.432
14 Diagnosis:Joint observation sid:118952005 248520009[count>0] -0.137 0.553 [0.494, 0.621] 342.0 1251943.0 368715.0 2098.0 0.456
15 Diagnosis:Head finding sid:406122000 246712004[count>2] 0.102 2.375 [2.173, 2.595] 677.0 1395083.0 225575.0 1763.0 0.569
16 Diagnosis:Developmental disorder (disorder) sid:5294002 10720004[count>0] 0.079 17.398 [15.661, 19.328] 429.0 1601027.0 19631.0 2011.0 0.582
17 Diagnosis:Procedure on body system (procedure) sid:118664000 284366008[count>0] -0.071 0.275 [0.239, 0.317] 211.0 1205774.0 414884.0 2229.0 0.415
18 demographics_GENDER_Male 0.062 2.385 [2.201, 2.583] 1363.0 1058748.0 561910.0 1077.0 0.606
19 Diagnosis:Nervous system finding sid:102957003 106144008[count>2] 0.062 1.312 [1.202, 1.431] 723.0 1226797.0 393861.0 1717.0 0.527
20 ProcedureCPT:227 "Other diagnostic procedures (interview 0188T[count>0] 0.057 2.093 [1.908, 2.297] 591.0 1405977.0 214681.0 1849.0 0.555
21 Diagnosis:Viscus structure finding sid:406123005 301230006[count>0] -0.048 0.478 [0.435, 0.525] 578.0 982636.0 638022.0 1862.0 0.422
22 Diagnosis:Clinical history and observations sid:250171008 105499002[count>2] 0.044 1.563 [1.439, 1.697] 902.0 1178449.0 442209.0 1538.0 0.548
23 Diagnosis:Structure of thoracic segment of trunk sid:67734004 229761008[count>0] -0.042 0.419 [0.377, 0.466] 415.0 1088606.0 532052.0 2025.0 0.421
24 ProcedureCPT:Gastrectomy; partial and total [74.]ccs group9.6 43.5[count>2] -0.040 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
25 ProcedureCPT:Other non-OR therapeutic procedures on respiratory system [41.]ccs group6.8 31.0[count>0] -0.030 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
26 Diagnosis:Clinical evaluation sid:386053000 103705002[count>0] -0.029 0.426 [0.392, 0.462] 912.0 674732.0 945926.0 1528.0 0.395
27 Diagnosis:At birth sid:255399007 190268003[count>0] 0.025 3.185 [2.807, 3.614] 272.0 1559233.0 61425.0 2168.0 0.537
28 Diagnosis:MD - Metabolic disorders sid:75934005 106000008[count>0] -0.019 0.366 [0.322, 0.416] 267.0 1213401.0 407257.0 2173.0 0.429
29 ProcedureCPT:Other excision of cervix and uterus [125.]ccs group12.6 67.2[count>0] -0.018 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
30 Diagnosis:Structure of cardiovascular system sid:113257007 181284009[count>0] -0.017 0.414 [0.372, 0.460] 412.0 1087256.0 533402.0 2028.0 0.420
31 ProcedureCPT:Lens and cataract procedures [15.]ccs group3.3 13.70[count>2] -0.016 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
32 ProcedureCPT:Repair of cystocele and rectocele; obliteration of vaginal vault [129.]ccs group12.10 70.50[count>0] -0.009 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
33 ProcedureCPT:Other operations on ovary [120.]ccs group12.2 65.0[count>0] -0.009 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
34 ProcedureCPT:Other vascular bypass and shunt; not heart [56.]ccs group7.14 39.0[count>2] -0.008 0.540 [0.498, 0.585] 1360.0 486147.0 1134511.0 1080.0 0.429
35 ProcedureCPT:Other non-OR therapeutic procedures; male genital [117.]ccs group11.5 60.71[count>0] -0.006 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
36 ProcedureCPT:Other therapeutic procedures on muscles and tendons [160.]ccs group14.13 83.63[count>0] -0.004 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
37 ProcedureCPT:Other OR therapeutic procedures; female organs [132.]ccs group12.13 66.0[count>0] -0.003 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
38 ProcedureCPT:Other therapeutic endocrine procedures [12.]ccs group2.3 06.01[count>2] -0.003 0.540 [0.498, 0.585] 1360.0 486147.0 1134511.0 1080.0 0.429
39 ProcedureCPT:Other OR therapeutic procedures on respiratory system [42.]ccs group6.9 30.01[count>0] -0.001 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
40 ProcedureCPT:Other OR upper GI therapeutic procedures [94.]ccs group9.26 42.01[count>0] -0.001 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
41 ProcedureCPT:Other vascular bypass and shunt; not heart [56.]ccs group7.14 39.0[count>0] -0.001 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
42 ProcedureCPT:Thyroidectomy; partial or complete [10.]ccs group2.1 06.2[count>2] -0.001 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
43 ProcedureCPT:Cesarean section [134.]ccs group13.2 74.0[count>2] -0.001 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
44 ProcedureCPT:Forceps; vacuum; and breech delivery [135.]ccs group13.3 72.1[count>2] -0.001 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
45 ProcedureCPT:Procedures on the urethra [109.]ccs group10.8 58.0[count>2] -0.001 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
46 ProcedureCPT:Other therapeutic procedures; hemic and lymphatic system [67.]ccs group8.4 40.11[count>0] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
47 ProcedureCPT:Other organ transplantation [176.]ccs group16.1 33.5[count>0] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
48 ProcedureCPT:Lobectomy or pneumonectomy [36.]ccs group6.3 32.20[count>2] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
49 ProcedureCPT:Open prostatectomy [114.]ccs group11.2 60.3[count>2] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
50 ProcedureCPT:Open prostatectomy [114.]ccs group11.2 60.3[count>0] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
51 ProcedureCPT:Other diagnostic procedures (interview; evaluation; consultation) [227.]ccs group16.38 00.58[count>0] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
52 ProcedureCPT:Gastrectomy; partial and total [74.]ccs group9.6 43.5[count>0] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
53 ProcedureCPT:Dental procedures [29.]ccs group5.3 23.01[count>10] -0.000 0.540 [0.498, 0.585] 1360.0 486147.0 1134511.0 1080.0 0.429
54 ProcedureCPT:Procedures on spleen [66.]ccs group8.3 41.1[count>0] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
55 ProcedureCPT:Other OR procedures on vessels other than head and neck [61.]ccs group7.19 00.55[count>2] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
56 ProcedureCPT:Other extraocular muscle and orbit therapeutic procedures [21.]ccs group3.9 15.11[count>10] -0.000 0.540 [0.498, 0.585] 1360.0 486147.0 1134511.0 1080.0 0.429
57 ProcedureCPT:Other intraocular therapeutic procedures [20.]ccs group3.8 12.00[count>0] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
58 ProcedureCPT:Tympanoplasty [22.]ccs group4.1 19.4[count>0] -0.000 0.371 [0.339, 0.405] 1741.0 209915.0 1410743.0 699.0 0.422
59 ProcedureCPT:Hysterectomy; abdominal and vaginal [124.]ccs group12.5 68.4[count>10] -0.000 0.540 [0.498, 0.585] 1360.0 486147.0 1134511.0 1080.0 0.429