| Stone-free | One-session success |
---|---|---|
Random forest (RF) | ||
 Sensitivity | 0.74 | 0.81 |
 Specificity | 0.92 | 0.75 |
 AUC | 0.85 | 0.78 |
 CI (95%) | (0.75–0.94) | (0.67–0.86) |
 PPV | 0.82 | 0.79 |
Extreme gradient boosting trees (XGBoost) | ||
 Sensitivity | 0.75 | 0.80 |
 Specificity | 0.93 | 0.75 |
 AUC | 0.84 | 0.77 |
 CI (95%) | (0.74–0.93) | (0.68–0.87) |
 PPV | 0.78 | 0.79 |
Light Gradient Boosting Method (LightGBM) | ||
 Sensitivity | 0.78 | 0.79 |
 Specificity | 0.92 | 0.74 |
 AUC | 0.85 | 0.77 |
 CI (95%) | (0.73–0.93) | (0.67–0.87) |
 PPV | 0.81 | 0.78 |