Subgroup | DL models N (%) | Sen (95%CI) | Spe (95%CI) | PLR (95%CI) | NLR (95%CI) | DOR (95%CI) |
---|---|---|---|---|---|---|
Overall | 21 (100) | 0.80 (0.74–0.86) | 0.92 (0.88–0.95) | 10.67 (6.4–17.6) | 0.21 (0.15–0.29) | 50.42 (23–109) |
DL Methods | ||||||
AlexNet | 3(14) | 0.89 (0.73–0.96) | 0.99 (0.49-1) | 94 (-353-541) | 0.11 (0.04–0.22) | 822 (-3852-5497) |
VGG | 2(9.5) | 0.90 (0.85–0.92) | 0.81 (0.77–0.84) | 4.73 (3.81–5.65) | 0.13 (0.09–0.18) | 35 (20–50) |
ResNet | 4(19) | 0.67 (0.62–0.72) | 0.92 (0.88–0.94) | 8.27 (4.81–11.72) | 0.36 (0.29–0.42) | 23 (9–37) |
EfficientNet | 6(29) | 0.86 (0.70–0.94) | 0.94 (0.89–0.96) | 13.57 (4.52–22.6) | 0.15 (0.02–0.28) | 89 (-47-227) |
GoogleNet | 2(9.5) | 0.8 (0.78–0.83) | 0.94 (0.66–0.99) | 14 (-14-42.21) | 0.2 (0.17–0.25) | 67 (-76-210) |
Other | 4(19) | 0.73 (0.68–0.79) | 0.90 (0.71–0.97) | 7.05 (-1.34-15.46) | 0.3 (0.21–0.39) | 22 (-11-58) |