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54_weights_forecast_level2.md

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index variable weight unadjusted OR TP TN FP FN AUC Single
0 Lab:Urea nitrogen [Mass/volume] in Serum or Plasma 3094-0[normedValue_sd_between_3,10] 0.004 2.414 [1.990, 2.928] 136.0 13555.0 842.0 907.0 0.536
1 Lab:Urobilinogen [Units/volume] in Urine by Test strip 19161-9[normedValue_sd_between_-0.5,0.5] 0.002 1.619 [1.418, 1.849] 365.0 10805.0 3592.0 678.0 0.550
2 Lab:Specific gravity of Urine by Automated test strip 53326-5[normedValue_sd_between_-0.5,0.5] 0.002 1.753 [1.513, 2.031] 260.0 12104.0 2293.0 783.0 0.545
3 Lab:Bilirubin.total [Mass/volume] in Serum or Plasma 1975-2[normedValue_sd_between_-0.5,0.5] 0.002 1.559 [1.373, 1.769] 585.0 7913.0 6484.0 458.0 0.555
4 Lab:Lymphocytes [#/volume] in Blood 26474-7[normedValue_sd_between_-0.5,0.5] 0.002 1.570 [1.378, 1.789] 669.0 6730.0 7667.0 374.0 0.554
5 Diagnosis:Finding related to ability to perform gross motor function (finding) sid:364832000 228147004[count>0] 0.002 1.625 [1.384, 1.908] 203.0 12533.0 1864.0 840.0 0.533
6 Lab:Erythrocytes [#/area] in Urine sediment by Microscopy high power field 13945-1[normedValue_sd_between_-0.5,0.5] 0.002 1.482 [1.299, 1.691] 375.0 10442.0 3955.0 668.0 0.542
7 Diagnosis:Aneurysm of artery of trunk (disorder) sid:301433005 194892009[count>10] 0.002 3.565 [2.472, 5.142] 37.0 14250.0 147.0 1006.0 0.513
8 Lab:Troponin I.cardiac [Mass/volume] in Serum or Plasma 10839-9[normedValue_sd_between_-0.5,0.5] 0.002 2.004 [1.650, 2.434] 131.0 13434.0 963.0 912.0 0.529
9 Lab:Albumin [Mass/volume] in Serum or Plasma 1751-7[normedValue_sd_between_-0.5,0.5] 0.002 1.545 [1.358, 1.758] 646.0 7012.0 7385.0 397.0 0.553
10 Lab:Leukocytes [#/area] in Urine sediment by Microscopy high power field 5821-4[normedValue_sd_between_-0.5,0.5] 0.002 1.560 [1.358, 1.792] 310.0 11326.0 3071.0 733.0 0.542
11 Diagnosis:Crohn's disease of large intestine with intestinal obstruction K50.112[count>2] 0.002 4.528 [3.110, 6.592] 37.0 14281.0 116.0 1006.0 0.514
12 Diagnosis:Personal history of other medical treatment Z92.89[count>0] 0.002 0.000 [0.000, 0.000] 0.0 14189.0 208.0 1043.0 0.493
13 Diagnosis:Transplantation - action (qualifier value) sid:129406001 171995003[count>0] 0.002 2.290 [1.774, 2.957] 73.0 13939.0 458.0 970.0 0.519
14 Lab:Creatinine [Mass/volume] in Serum or Plasma 2160-0[normedValue_sd_between_1,3] 0.002 1.951 [1.678, 2.267] 247.0 12421.0 1976.0 796.0 0.550
15 Lab:Alanine aminotransferase [Enzymatic activity/volume] in Serum or Plasma 1742-6[normedValue_sd_between_-0.5,0.5] 0.002 1.561 [1.375, 1.772] 593.0 7806.0 6591.0 450.0 0.555
16 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] 0.002 1.748 [1.458, 2.096] 152.0 13117.0 1280.0 891.0 0.528
17 Diagnosis:Finding related to ability to move (finding) sid:364833005 225601007[count>0] 0.002 1.625 [1.384, 1.908] 203.0 12533.0 1864.0 840.0 0.533
18 Diagnosis:Observation of functional performance and activity sid:248536006 105501005[count>0] 0.002 1.741 [1.512, 2.005] 295.0 11738.0 2659.0 748.0 0.549
19 Diagnosis:Observation of trunk structure sid:302292003 309524007[count>10] 0.002 1.567 [1.300, 1.887] 909.0 2701.0 11696.0 134.0 0.530
20 ProcedureCPT:179 CT scan abdomen 72191[count>0] 0.002 2.117 [1.692, 2.648] 96.0 13739.0 658.0 947.0 0.523
21 Lab:Lipase [Enzymatic activity/volume] in Serum or Plasma 3040-3[normedValue_sd_between_-0.5,0.5] 0.002 1.938 [1.586, 2.368] 122.0 13476.0 921.0 921.0 0.526
22 Lab:Hematocrit [Volume Fraction] of Blood by Automated count 4544-3[normedValue_sd_between_-3,-1] 0.002 1.603 [1.366, 1.882] 204.0 12501.0 1896.0 839.0 0.532
23 Lab:Carbon dioxide, total [Moles/volume] in Serum or Plasma 2028-9[normedValue_sd_between_-3,-1] 0.002 1.890 [1.516, 2.356] 98.0 13648.0 749.0 945.0 0.521
24 Diagnosis:Ability to move (observable entity) sid:301998005 282097004[count>0] 0.001 1.625 [1.384, 1.908] 203.0 12533.0 1864.0 840.0 0.533
25 Diagnosis:Ability to perform gross motor function (observable entity) sid:282572008 249993001[count>0] 0.001 1.625 [1.384, 1.908] 203.0 12533.0 1864.0 840.0 0.533
26 ProcedureCPT:CT scan abdomen ccs group 179 72191[count>0] 0.001 2.105 [1.686, 2.628] 98.0 13721.0 676.0 945.0 0.524
27 Diagnosis:Finding of activity exercise pattern sid:106020009 160631001[count>0] 0.001 2.326 [1.828, 2.959] 83.0 13881.0 516.0 960.0 0.522
28 Diagnosis:Enlarged heart sid:8186001 48121000[count>0] 0.001 1.589 [1.373, 1.840] 262.0 11888.0 2509.0 781.0 0.538
29 Diagnosis:Abdominal aortic aneurysm, without rupture I71.4[count>10] 0.001 5.854 [3.779, 9.066] 29.0 14327.0 70.0 1014.0 0.511
30 Diagnosis:Crohn's disease of both small and large intestine with intestinal obstruction K50.812[count>2] 0.001 4.525 [3.024, 6.772] 32.0 14297.0 100.0 1011.0 0.512
31 Diagnosis:Cardiomegaly I51.7[count>0] 0.001 1.584 [1.368, 1.834] 262.0 11881.0 2516.0 781.0 0.538
32 Diagnosis:AV - Arteriovenous fistula sid:128617001 129213003[count>0] 0.001 8.432 [4.890, 14.537] 21.0 14362.0 35.0 1022.0 0.509
33 Lab:Lactate [Moles/volume] in Venous blood 2519-7[normedValue_sd_between_-0.5,0.5] 0.001 2.008 [1.638, 2.461] 118.0 13537.0 860.0 925.0 0.527
34 Lab:Sodium [Moles/volume] in Serum or Plasma 2951-2[normedValue_sd_between_1,3] 0.001 1.651 [1.409, 1.934] 212.0 12470.0 1927.0 831.0 0.535
35 Lab:INR in Platelet poor plasma by Coagulation assay 6301-6[normedValue_sd_between_-0.5,0.5] 0.001 1.483 [1.295, 1.699] 330.0 10973.0 3424.0 713.0 0.539
36 Diagnosis:Entire CVS - Cardiovascular system sid:278198007 181383001[count>0] 0.001 4.089 [2.691, 6.212] 29.0 14297.0 100.0 1014.0 0.510
37 Diagnosis:Unsteadiness on feet R26.81[count>0] 0.001 1.555 [1.307, 1.851] 166.0 12835.0 1562.0 877.0 0.525
38 Diagnosis:Accidental fall (event) sid:217082002 217083007[count>0] 0.001 2.010 [1.574, 2.566] 79.0 13833.0 564.0 964.0 0.518
39 Diagnosis:Crohn's disease of small intestine with intestinal obstruction K50.012[count>2] 0.001 4.109 [2.685, 6.291] 28.0 14301.0 96.0 1015.0 0.510
40 Diagnosis:Physical activity finding (finding) sid:129861002 408578001[count>0] 0.001 2.381 [1.802, 3.147] 61.0 14031.0 366.0 982.0 0.517
41 Diagnosis:Enlargement sid:442021009 56246009[count>0] 0.001 1.472 [1.282, 1.691] 310.0 11184.0 3213.0 733.0 0.537
42 ProcedureCPT:Other diagnostic procedures (interview, evaluation, consultation) ccs group 227 0074T[count>0] 0.001 1.444 [1.271, 1.641] 440.0 9565.0 4832.0 603.0 0.543
43 Diagnosis:Disorder of heart muscle sid:57809008 233895000[count>0] 0.001 1.472 [1.286, 1.686] 334.0 10907.0 3490.0 709.0 0.539
44 Lab:Oxygen saturation Calculated from oxygen partial pressure in Venous blood 51731-8[normedValue_sd_between_-0.5,0.5] 0.001 2.315 [1.778, 3.016] 68.0 13976.0 421.0 975.0 0.518
45 Diagnosis:Transplant procedure sid:77465005 231066001[count>2] 0.001 2.364 [1.760, 3.176] 54.0 14072.0 325.0 989.0 0.515
46 Diagnosis:Structural change due to ischaemia sid:449735000 19057007[count>0] 0.001 1.429 [1.242, 1.645] 296.0 11272.0 3125.0 747.0 0.533
47 ProcedureCPT:Emergency dept visit 99284[count>0] 0.001 1.814 [1.483, 2.218] 120.0 13434.0 963.0 923.0 0.524
48 Diagnosis:Other mechanical complication of other vascular grafts, initial encounter T82.398A[count>0] 0.001 6.781 [3.720, 12.362] 16.0 14364.0 33.0 1027.0 0.507
49 Diagnosis:Fever, unspecified R50.9[count>2] 0.001 2.136 [1.661, 2.746] 75.0 13893.0 504.0 968.0 0.518
50 Diagnosis:Transplantation - action (qualifier value) sid:129406001 171995003[count>2] 0.001 2.566 [1.907, 3.452] 54.0 14097.0 300.0 989.0 0.515
51 Diagnosis:Introduction of substance by body site (procedure) sid:363186003 177086003[count>0] 0.001 2.550 [1.891, 3.440] 53.0 14101.0 296.0 990.0 0.515
52 Diagnosis:High body temperature sid:50177009 248454007[count>2] 0.001 2.178 [1.706, 2.780] 80.0 13868.0 529.0 963.0 0.520
53 Diagnosis:Body temperature - observation sid:386725007 105723007[count>2] 0.001 2.178 [1.706, 2.780] 80.0 13868.0 529.0 963.0 0.520
54 Lab:Aspartate aminotransferase [Enzymatic activity/volume] in Serum or Plasma 1920-8[normedValue_sd_between_-0.5,0.5] 0.001 1.435 [1.265, 1.629] 573.0 7785.0 6612.0 470.0 0.545
55 ProcedureCPT:205 Arterial blood gases 82790[count>0] 0.001 1.930 [1.550, 2.402] 100.0 13647.0 750.0 943.0 0.522
56 Diagnosis:Arteriovenous fistula, acquired I77.0[count>0] 0.001 9.686 [5.460, 17.183] 20.0 14368.0 29.0 1023.0 0.509
57 Diagnosis:Activity, walking, marching and hiking Y93.01[count>0] 0.001 2.808 [1.952, 4.038] 36.0 14216.0 181.0 1007.0 0.511
58 Diagnosis:Observation of blood, lymphatics and immune system sid:299691001 106182000[count>0] 0.001 1.461 [1.261, 1.693] 256.0 11775.0 2622.0 787.0 0.532
59 Diagnosis:Dilatation of aorta (disorder) sid:26660001 45237002[count>10] 0.001 3.042 [2.120, 4.364] 37.0 14225.0 172.0 1006.0 0.512