Table 2.
Deep learning algorithm performance
Performance metric | Internal | External |
---|---|---|
AUC (95% CI) | 0.93 (0.86 to 0.94) | 0.81 (0.71 to 0.84) |
Accuracy, % | 89.5 | 79.3 |
Sensitivity | 0.88 | 0.83 |
Specificity | 0.87 | 0.67 |
PPV | 0.71 | 0.55 |
NPV | 0.95 | 0.90 |
Kappa* | 0.69 | 0.48 |
Youden index | 0.75 | 0.50 |
F1 scoreǂ | 0.77 | 0.63 |
*Measures the agreement between the CNN model prediction and the clinical diagnosis. ǂMeasures the accuracy of the CNN model