| RLR | SVM | NB | KNN | RF | XGB |
---|---|---|---|---|---|---|
AUROC | 0.77 (0.69–0.85) | 0.80 (0.73–0.87) | 0.76 (0.68–0.84) | 0.77 (0.69–0.85) | 0.83 (0.76–0.90) | 0.85 (0.78–0.92) |
F1 score | 0.42 | 0.41 | 0.44 | 0.41 | 0.34 | 0.44 |
Sensitivity | 0.69 (0.56–0.80) | 0.39 (0.26–0.52) | 0.50 (0.37–0.63) | 0.71 (0.58–0.82) | 0.21 (0.12–0.34) | 0.33 (0.22–0.46) |
Specificity | 0.73 (0.68–0.78) | 0.92 (0.88–0.94) | 0.87 (0.82–0.90) | 0.71 (0.65–0.76) | 0.99 (0.98–1.00) | 0.97 (0.95–0.98) |
PPV | 0.31 (0.23–0.39) | 0.44 (0.30–0.58) | 0.39 (0.28–0.51) | 0.29 (0.22–0.38) | 0.85 (0.58–0.96) | 0.65 (0.46–0.81) |
NPV | 0.93 (0.90–0.96) | 0.90 (0.86–0.93) | 0.91 (0.87–0.94) | 0.94 (0.90–0.96) | 0.88 (0.84–0.91) | 0.90 (0.86–0.92) |