| Based on CXR images only | Based on clinical data only | Multi-mode | ||||||||
---|---|---|---|---|---|---|---|---|---|---|---|
 | EfficientNet | ResNet50 | DenseNet | Random Forest | Support Vector | Decision Tree | Ensemble |  | |||
AUC | 0.946 | 0.942 | 0.934 | 0.963 | 0.953 | 0.887 | 0.969 | Â | |||
ACC | 0.890 | 0.880 | 0.880 | 0.910 | 0.910 | 0.890 | 0.920 | Â | |||
PPV | 0.860 | 0.860 | 0.840 | 0.890 | 0.880 | 0.860 | 0.870 | Â | |||
NPV | 0.910 | 0.890 | 0.920 | 0.940 | 0.950 | 0.920 | 0.960 | Â | |||
Sensitivity | 0.910 | 0.890 | 0.920 | 0.940 | 0.960 | 0.920 | 0.960 | Â | |||
Specificity | 0.860 | 0.860 | 0.830 | 0.880 | 0.860 | 0.850 | 0.860 | Â | |||
F1 | 0.890 | 0.880 | 0.880 | 0.910 | 0.920 | 0.890 | 0.920 | Â |