1-year cohort | 5-year cohort | ||||
---|---|---|---|---|---|
Random forest | Logistics regression | Random forest | Logistics regression | ||
Train set | Specificity | 0.91 | 0.657 | 0.75 | 0.721 |
Sensitivity | 0.833 | 0.792 | 0.688 | 0.672 | |
AUC (95% CI) | 0.933 (0.876–0.989) | 0.709 (0.615–0.804) | 0.774 (0.693–0.854) | 0.74 (0.656–0.825) | |
PPV | 0.526 | 0.216 | 0.721 | 0.694 | |
NPV | 0.977 | 0.964 | 0.718 | 0.70 | |
F1 score | 0.645 | 0.339 | 0.704 | 0.683 | |
Test set | Specificity | 0.80 | 0.52 | 0.882 | 0.882 |
Sensitivity | 0.833 | 0.833 | 0.75 | 0.688 | |
AUC (95% CI) | 0.81 (0.64–0.98) | 0.653 (0.363–0.944) | 0.829 (0.676–0.982) | 0.752 (0.575–0.929) | |
PPV | 0.333 | 0.172 | 0.857 | 0.846 | |
NPV | 0.976 | 0.963 | 0.789 | 0.75 | |
F1 score | 0.476 | 0.285 | 0.80 | 0.759 |