Table 3.
Performance metrics for the CNN model versus skilled radiologists
Performance metric | Internal | External (based on ROI) | External (based on patients) | R1 | R2 |
---|---|---|---|---|---|
Accuracy, % | 89.5 | 79.3 | 82.5 | 55.8 | 55.4 |
Sensitivity | 0.88 | 0.83 | 0.75 | 0.71 | 0.73 |
Specificity | 0.87 | 0.67 | 0.86 | 0.51 | 0.5 |
PPV* | 0.71 | 0.55 | 0.69 | 0.29 | 0.29 |
NPVǂ | 0.95 | 0.90 | 0.89 | 0.86 | 0.86 |
F1 score | 0.77 | 0.63 | 0.72 | 0.41 | 0.42 |
Kappa | 0.69 | 0.48 | 0.59 | 0.15 | 0.15 |
Youden index | 0.75 | 0.50 | 0.61 | 0.22 | 0.23 |
*Positive predictive value; ǂNegative predictive value