Table 5.
The detailed diagnosis values of models on three datasets
Dataset | Model | Accuracy (95% CI) | Sensitivity | Specificity | PPV | NPV |
---|---|---|---|---|---|---|
Training | Clinical | 0.63 (0.58–0.68) | 0.31 | 0.84 | 0.56 | 0.65 |
Semantic | 0.79 (0.74–0.83) | 0.79 | 0.79 | 0.71 | 0.85 | |
Volume | 0.66 (0.61–0.71) | 0.61 | 0.69 | 0.56 | 0.73 | |
FS | 0.90 (0.86–0.93) | 0.91 | 0.89 | 0.84 | 0.94 | |
Radiomics | 0.82 (0.78–0.86) | 0.79 | 0.85 | 0.77 | 0.86 | |
RV | 0.83 (0.79–0.87) | 0.79 | 0.86 | 0.78 | 0.86 | |
CSRV | 0.83 (0.78–0.87) | 0.80 | 0.85 | 0.77 | 0.87 | |
FSV | 0.89 (0.85–0.92) | 0.89 | 0.89 | 0.84 | 0.93 | |
FSRV | 0.91 (0.88–0.94) | 0.90 | 0.92 | 0.88 | 0.93 | |
CSFSRV | 0.91 (0.87–0.94) | 0.89 | 0.92 | 0.88 | 0.93 | |
Testing | Clinical | 0.63 (0.54–0.71) | 0.23 | 0.90 | 0.59 | 0.64 |
Semantic | 0.78 (0.71–0.85) | 0.68 | 0.85 | 0.75 | 0.80 | |
Volume | 0.69 (0.60–0.76) | 0.61 | 0.73 | 0.60 | 0.74 | |
FS | 0.92 (0.87–0.96) | 0.95 | 0.91 | 0.87 | 0.96 | |
Radiomics | 0.79 (0.71–0.85) | 0.70 | 0.85 | 0.75 | 0.81 | |
RV | 0.80 (0.73–0.87) | 0.74 | 0.85 | 0.76 | 0.83 | |
CSRV | 0.83 (0.75–0.88) | 0.77 | 0.86 | 0.79 | 0.85 | |
FSV | 0.92 (0.87–0.96) | 0.95 | 0.91 | 0.87 | 0.96 | |
FSRV | 0.94 (0.88–0.97) | 0.86 | 0.99 | 0.98 | 0.91 | |
CSFSRV | 0.92 (0.87–0.96) | 0.84 | 0.98 | 0.96 | 0.90 | |
Validation | Clinical | 0.70 (0.62–0.77) | 0.18 | 0.91 | 0.47 | 0.73 |
Semantic | 0.79 (0.72–0.85) | 0.68 | 0.84 | 0.64 | 0.86 | |
Volume | 0.79 (0.72–0.85) | 0.66 | 0.85 | 0.64 | 0.86 | |
FS | 0.90 (0.84–0.94) | 0.95 | 0.88 | 0.76 | 0.98 | |
Radiomics | 0.85 (0.78–0.90) | 0.61 | 0.94 | 0.82 | 0.85 | |
RV | 0.87 (0.81–0.92) | 0.68 | 0.95 | 0.86 | 0.88 | |
CSRV | 0.87 (0.81–0.92) | 0.73 | 0.93 | 0.82 | 0.89 | |
FSV | 0.91 (0.85–0.95) | 0.95 | 0.89 | 0.78 | 0.98 | |
FSRV | 0.93 (0.87–0.96) | 0.93 | 0.92 | 0.84 | 0.97 | |
CSFSRV | 0.91 (0.86–0.95) | 0.89 | 0.92 | 0.83 | 0.95 |
FS, frozen section; RV, radiomics combining with volume; CSRV, radiomics combining with clinical, semantic, and volume; FSV, frozen section combining with volume; FSRV, frozen section combining with radiomics and volume; CSFSRV, radiomics combining with clinical, semantic, volume, and frozen section; PPV, positive predictive values; NPV, negative predictive values; CI, confidence interval