Table 2 Initial 17 input variables for model 2 before start of MLR and SVM modeling process and their descriptive statistics for the training and validation data sets.
Input variable | Training | Validation |
|---|---|---|
age, yrs | 55 (± 18) | 58 (± 15) |
% high-grade malignancy | 61 | 54 |
% active disease of relapse | 34 | 39 |
% allogeneic bone marrow transplant./stem cell transplant. | 13 | 10 |
days of hospitalisation before ICU admission, median (IQR) | 4 (16) | 6 (16) |
% bacterial infection | 44 | 43 |
pulse (/min) | 123 (± 28) | 118 (± 33) |
mean blood pressure (MAP), mmHg | 73 (± 27) | 69 (± 22) |
respiration frequency (/min) | 32 (± 10) | 33 (± 13) |
Pa02/Fi02 (p/f) | 198 (± 130) | 194 (± 126) |
platelets (1000/mm3) | 125 (± 700) | 90 (± 114) |
urea<24 h (g/l) | 0.86 (± 59) | 0.82 (± 55) |
creatinine<24 h (mg/dl) | 1.6 (± 1.08) | 1.7 (± 1.7) |
albumin<24 h (g/dl) | 2.6 (± 1.97) | 2.4 (± 0.70) |
prothrombin time (%)<24 h | 56 (± 20.7) | 57 (± 19.4) |
% ventilated on day 1 | 49 | 46 |
% vasopressor need on day 1 | 41 | 49 |