Table 2.
Comparison of model performance.
LR | SVM | RF | XGB | |
---|---|---|---|---|
mean [95% CI] | ||||
Sensitivity | 0.49 [0.44–0.49] | 0.28 [0.27–0.33] | 0.92 [0.90–0.92] | 0.94 [0.93–0.95] |
Specificity | 0.85 [0.83–0.86] | 0.94 [0.93–0.95] | 0.88 [0.83–0.89] | 0.90 [0.89–0.90] |
PPV | 0.76 [0.74–0.78] | 0.83 [0.82–0.84] | 0.88 [0.87–0.89] | 0.89 [0.88–0.91] |
AUC | 0.67 [0.66–0.70] | 0.63 [0.62–0.65] | 0.96[0.93–0.96] | 0.97 [0.95–0.97] |