Model | Study | Sensitivity | Sen-I2 | Specificity | Spe-I2 | AUC |
---|---|---|---|---|---|---|
XGB | 7 | 0.84 (0.75–0.89) | 98.11 (97.44–98.78) | 0.89 (0.83–0.93) | 99.01 (98.73–99.30) | 0.93 (0.90–0.95) |
RF | 5 | 0.80 (0.73–0.86) | 75.58 (53.66–97.50) | 0.90 (0.80–0.96) | 94.03 (90.34–97.72) | 0.89 (0.86–0.91) |
LR | 17 | 0.80 (0.71–0.86) | 97.91 (97.44–98.39) | 0.80 (0.74–0.84) | 96.98 (96.22–97.75) | 0.86 (0.83–0.89) |
CNN | 7 | 0.80 (0.72–0.86) | 95.30 (93.07–97.52) | 0.91 (0.83–0.96) | 99.47 (99.35–99.59) | 0.91 (0.88–0.93) |
SVM | 12 | 0.72 (0.54–0.85) | 94.43 (92.36–96.49) | 0.89 (0.82–0.94) | 98.80 (98.53–99.07) | 0.90 (0.87–0.92) |
ANN | 5 | 0.74 (0.64–0.83) | 95.72 (93.32–98.12) | 0.88 (0.77–0.94) | 98.92 (98.53–99.31) | 0.86 (0.83–0.89) |