Demographic and vital (P = 9) | Laboratory (P = 10) | Advanced haematology (P = 51) | All (P = 70) | |||||
---|---|---|---|---|---|---|---|---|
Train | Test | Train | Test | Train | Test | Train | Test | |
Logistic regression | 0.87 (0.86–0.89) | 0.84 (0.79–0.89) | 0.78 (0.76–0.80) | 0.71 (0.64–0.77) | 0.90 (0.89–0.91) | 0.66 (0.59–0.73) | 0.99 (0.99–0.99) | 0.73 (0.66–0.81) |
Lasso | 0.87 (0.85–0.88) | 0.84 (0.79–0.89) | 0.77 (0.75–0.79) | 0.71 (0.64–0.80) | 0.82 (0.82–0.85) | 0.77 (0.71–0.83) | 0.94 (0.93–0.95) | 0.85 (0.80–0.95) |
Random Forest | 0.90 (0.88–0.91) | 0.83 (0.76–0.90) | 0.88 (0.86–0.89) | 0.69 (0.62–0.77) | 0.91 (0.90–0.92) | 0.76 (0.69–0.83) | 0.96 (0.95–0.97) | 0.84 (0.78–0.89) |