Model | Training cohort | Ā | Validation cohort | ||||||
---|---|---|---|---|---|---|---|---|---|
Radiomics | GoogLeNet | ResNet50 | DLRN | Ā | Radiomics | GoogLeNet | ResNet50 | DLRN | |
AUC | 0.95 | 0.91 | 0.85 | 0.98 | Ā | 0.83 | 0.77 | 0.71 | 0.87 |
95%CI | 0.91ā0.98 | 0.84ā0.96 | 0.76ā0.94 | 0.93-1.00 | Ā | 0.69ā0.94 | 0.64ā0.90 | 0.56ā0.86 | 0.76ā0.95 |
ACC | 0.88 | 0.82 | 0.81 | 0.93 | Ā | 0.79 | 0.77 | 0.70 | 0.90 |
SEN | 0.93 | 0.90 | 0.83 | 1.00 | Ā | 0.77 | 0.86 | 0.66 | 1.00 |
SPEC | 0.83 | 0.74 | 0.79 | 0.73 | Ā | 0.82 | 0.64 | 0.77 | 0.85 |
PPV | 0.83 | 0.76 | 0.77 | 0.87 | Ā | 0.87 | 0.79 | 0.82 | 0.85 |
NPV | 0.93 | 0.90 | 0.84 | 1.00 | Ā | 0.69 | 0.74 | 0.59 | 1.00 |