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Comparison of the classification results of the six models.
| Model | Recall (%) (95%CI) |
Precision (%) (95%CI) |
AUC (%) (95%CI) |
|---|---|---|---|
| LR | 85.1 (82.9, 87.3) | 87.3 (85.2, 89.4) | 92.6 (91.0, 94.2) |
| KNN | 77.6 (75.0, 80.2) | 90.5 (88.7, 92.3) | 91.3 (89.5, 93.1) |
| SVM | 80.6 (78.2, 83.0) | 91.5 (89.8, 93.2) | 92.8 (91.2, 94.4) |
| RF | 89.1 (87.2, 91.0) | 97.4 (96.4, 98.4) | 97.9 (97.0, 98.8) |
| XGBoost | 91.3 (89.6, 93.0) | 96.6 (95.5, 97.7) | 97.8 (96.9, 98.7) |
| XGBoost + LR | 96.8 (95.8 97.8) | 92.5 (90.9, 94.1) | 98.0 (97.1, 98.9) |
