| AUC (95% CI) | Sensitivity | Specificity | Accuracy | PPV | NPV | F1 score |
---|---|---|---|---|---|---|---|
LR | 0.738 (0.636–0.820) | 0.865 | 0.495 | 0.526 | 0.133 | 0.976 | 0.231 |
SVM | 0.752 (0.666–0.841) | 0.568 | 0.903 | 0.875 | 0.344 | 0.959 | 0.429 |
XGBoost | 0.741 (0.609–0.840) | 0.595 | 0.857 | 0.835 | 0.272 | 0.959 | 0.373 |
RF | 0.766 (0.702–0.845) | 0.676 | 0.784 | 0.775 | 0.219 | 0.964 | 0.331 |
NN | 0.767 (0.675–0.843) | 0.757 | 0.682 | 0.688 | 0.176 | 0.969 | 0.286 |
The ATA risk stratification | 0.620 (0.534–0.670) | 0.432 | 0.770 | 0.742 | 0.144 | 0.938 | 0.216 |