From: An evaluation of time series summary statistics as features for clinical prediction tasks
 | Overall | Died in the hospital | Survived in the hospital |
---|---|---|---|
General | |||
Admissions | 6927 | 1350 | 5577 |
Age | 65.0 [53.0,77.0] | 71.0 [58.0,81.0] | 64.0 [52.0,75.0] |
Gender (Female) | 2853 (41.2%) | 602 (44.6%) | 2251 (40.4%) |
First SOFA | 6.0 [4.0,8.0] | 8.0 [5.0,11.0] | 5.0 [4.0,8.0] |
First SAPS | 21.0 [18.0,25.0] | 24.0 [21.0,28.0] | 21.0 [18.0,24.0] |
First SAPS II | 41.0 [32.0,52.0] | 53.0 [44.0,64.0] | 39.0 [31.0,49.0] |
Origin | |||
Elective | 1269 (18.3%) | 64 (4.7%) | 1205 (21.6%) |
Emergency | 5463 (78.9%) | 1237 (91.6%) | 4226 (75.8%) |
Urgent | 195 (2.8%) | 49 (3.6%) | 146 (2.6%) |
Site | |||
MICU | 1974 (28.5%) | 600 (44.4%) | 1374 (24.6%) |
SICU | 1359 (19.6%) | 266 (19.7%) | 1093 (19.6%) |
CCU | 660 (9.5%) | 163 (12.1%) | 497 (8.9%) |
CSRU | 1599 (23.1%) | 98 (7.3%) | 1501 (26.9%) |
TSICU | 1335 (19.3%) | 223 (16.5%) | 1112 (19.9%) |
Lab Results | |||
HR (BPM) | 88.0 [76.0,102.0] | 92.0 [78.0,109.0] | 87.0 [76.0,100.0] |
NBP (MMHG) | 113.0 [100.0,130.0] | 109.0 [95.0,127.0] | 114.0 [101.0,129.0] |
RR (CPM) | 20.56 [17.71-23.88] | 20.78 [17.90-24.19] | 20.31 [17.57-23.53] |
NA (MMOL/L) | 139.0 [137.0,142.0] | 140.0 [136.0,143.0] | 139.0 [137.0,142.0] |
K (MMOL/L) | 4.1 [3.8,4.6] | 4.2 [3.7,4.7] | 4.1 [3.8,4.6] |
HCO3 (MMOL/L) | 23.0 [19.0,25.0] | 21.0 [17.0,24.0] | 23.0 [20.0,26.0] |
WBC (103/MM3) | 11.7 [8.2,16.1] | 12.3 [7.5,17.8] | 11.7 [8.4,15.8] |
P/F Ratio | 235.13 [227.10-235.13] | 235.13 [207.50-235.23] | 235.13 [235.13-235.13] |
Ht (%) | 28.40 [25.00-32.30] | 27.90 [24.40-31.70] | 29.10 [25.80-32.70] |
Urea (mmol/l) | 77.79 [46.35-120.52] | 70.27 [34.77-94.43] | 104.25 [60.69-140.53] |
Bilirubin (mg/dl) | 1.00 [0.50-2.36] | 1.25 [0.50-2.88] | 0.88 [0.45-1.66] |
Outcomes | |||
ICU LOS (days) | 4.7 [2.4,10.5] | 5.7 [2.7,11.7] | 4.5 [2.3,10.2] |
ICU Death (%) | 1129 (16.3%) | 1129 (83.6%) | - |
Hospital Death (%) | 1350 (19.5%) | 1350 (100%) | - |