Variables in the LASSO regression and multivariate logistic regression models
Variables | LASSO regression | Logistic regression | ||
β | β | OR (95% CI) | P value | |
Age | 0.011221 | 0.017 | 1.017 (1.010 to 1.023) | <0.001 |
Male | −0.165641 | −0.404 | 0.667 (0.568 to 0.784) | <0.001 |
Weight | 0.023091 | 0.031 | 1.032 (1.027 to 1.037) | <0.001 |
Heart rate | 0.000058 | 0.007 | 1.007 (1.000 to 1.014) | 0.055 |
Respiratory rate | −0.006347 | −0.042 | 0.959 (0.936 to 0.982) | 0.001 |
Glucose | 0.000846 | 0.002 | 1.002 (0.999 to 1.005) | 0.181 |
SBP | −0.004721 | −0.010 | 0.990 (0.983 to 0.997) | 0.007 |
DBP | −0.009688 | −0.015 | 0.985 (0.974 to 0.997) | 0.011 |
CVP | 0.063826 | 0.072 | 1.075 (1.051 to 1.099) | <0.001 |
Urine output | −0.000603 | −0.001 | 0.999 (0.999 to 0.999) | <0.001 |
pO2 | −0.000127 | −0.001 | 0.999 (0.998 to 1.000) | 0.001 |
Sedative | 0.173715 | 0.340 | 1.405 (1.032 to 1.912) | 0.031 |
Ventilation | 0.093818 | 0.189 | 1.209 (0.862 to 1.694) | 0.272 |
Furosemide | −0.484207 | −0.757 | 0.469 (0.387 to 0.569) | <0.001 |
Atrial fibrillation | 0.193466 | 0.279 | 1.322 (1.139 to 1.536) | <0.001 |
Congestive heart failure | 0.207495 | 0.305 | 1.357 (1.143 to 1.611) | <0.001 |
Stroke | −0.021989 | −0.254 | 0.776 (0.580 to 1.038) | 0.087 |
Left heart catheterisation | 0.043483 | 0.166 | 1.181 (1.014 to 1.376) | 0.033 |
LASSO, least absolute shrinkage and selection operator; SBP, systolic blood pressure; DBP, diastolic blood pressure; CVP, central venous pressure; pO2, partial pressure of oxygen.