TABLE 2.
Results of Model Evaluation for Mortality
Model | Specificity | Sensitivity/Recall | PPV/Precision | F1 Score | AUROC | AUPRC |
Baseline models | ||||||
CARES | 1.00 | 0.00 | 0.00 | 0.00 | 0.94 | 0.15 |
ASA-PS | – | – | – | – | 0.89 | 0.09 |
Candidate models | ||||||
Random forest (RF) | 0.99 | 0.21 | 0.21 | 0.21 | 0.96 | 0.17 |
Adaptive boosting (ADA) | 0.98 | 0.50 | 0.18 | 0.27 | 0.95 | 0.19 |
Gradient boosting (GB) | 0.98 | 0.50 | 0.20 | 0.28 | 0.96 | 0.23 |
Support vector machine (SVM) | 0.94 | 0.70 | 0.07 | 0.13 | 0.94 | 0.14 |