Table 3.
Mean area under the receiver operating characteristic curve.
| Test result variable(s) | AUCa | SE | Asymptotic sig.b (P value) |
Asymptotic 95% CI | |
| Lower Bound | Upper Bound | ||||
| XGBoost treec | 0.914 | 0.019 | <.001 | 0.878 | 0.951 |
| Random forest | 0.957 | 0.014 | <.001 | 0.93 | 0.984 |
| C5.0 decision tree | 0.969 | 0.012 | <.001 | 0.945 | 0.992 |
| Logistic regression (baseline) | 0.768 | 0.025 | <.001 | 0.718 | 0.818 |
aAUC: area under the curve.
bsig: significance.
cXGboost tree: extreme gradient boosting tree.