Table 3.
Performance of CNN to detect PH stratified by PH diagnosis criteria
PH Diagnosis Method | AUC | Sensitivity | Specificity | F1 score | PPV | NPV |
---|---|---|---|---|---|---|
RHC | 0.89 (0.87-0.9) | 0.78 (0.75-0.81) | 0.84 (0.83-0.85) | 0.51 (0.49-0.54) | 0.38 (0.36-0.41) | 0.97 (0.96-0.97) |
Echo | 0.90 (0.89-0.91) | 0.79 (0.76-0.82) | 0.84 (0.83-0.85) | 0.52 (0.49-0.55) | 0.39 (0.36-0.41) | 0.97 (0.96-0.97) |
AUC=area under the receiver operating characteristic curve; RHC=right heart catheterization; PPV=positive predictive value; NPV=negative predictive value.