TABLE II.
The Performance Scores of Single‐Modal Paradigms and the Comparison Between Single‐Image and Single‐Sequence Inputs.
Training Input | Accuracy | ROC‐AUC | Sensitivity | Specificity | |
---|---|---|---|---|---|
T1 | Single‐image | 0.70 (0.65–0.75) | 0.75 (0.68–0.82) | 0.60 (0.48–0.71) | 0.73 (0.67–0.78) |
Single‐sequence | 0.71 (0.57–0.84) | 0.75 (0.56–0.91) | 0.60 (0.22–0.89) | 0.73 (0.60–0.85) | |
T2 | Single‐image | 0.78 (0.73–0.82) | 0.80 (0.73–0.86) | 0.60 (0.48–0.74) | 0.81 (0.77–0.86) |
Single‐sequence | 0.84 (0.73–0.94) | 0.88 (0.75–0.98) | 0.71 (0.44–1) | 0.86 (0.75–0.98) | |
CE‐T1 | Single‐image | 0.81 (0.78–0.85) | 0.85 (0.80–0.90) | 0.47 (0.35–0.59) | 0.89 (0.85–0.93) |
Single‐sequence | 0.87 (0.78–0.96) | 0.89 (0.77–0.98) | 0.70 (0.44–1) | 0.91 (0.80–1) | |
DWI‐b0 | Single‐image | 0.75 (0.63–0.88) | 0.82 (0.64–0.95) | 0.68 (0.33–0.89) | 0.76 (0.63–0.90) |
Single‐sequence | 0.76 (0.63–0.88) | 0.83 (0.68–0.95) | 0.79 (0.56–1) | 0.75 (0.63–0.88) | |
DWI‐b1000 | Single‐image | 0.84 (0.80–0.88) | 0.82 (0.75–0.88) | 0.58 (0.46–0.72) | 0.90 (0.86–0.93) |
Single‐sequence | 0.84 (0.73–0.94) | 0.89 (0.78–0.98) | 0.80 (0.56–1) | 0.84 (0.73–0.95) | |
ADC | Single‐image | 0.82 (0.78–0.86) | 0.77 (0.69–0.84) | 0.43 (0.29–0.58) | 0.90 (0.87–0.94) |
Single‐sequence | 0.78 (0.65–0.88) | 0.82 (0.68–0.94) | 0.60 (0.33–0.89) | 0.82 (0.70–0.93) |
Values in the parentheses indicate 95% confidence interval. Notable values are in bold, see main text for details.
ADC = apparent diffusion coefficient; DWI = diffusion‐weighted; ROC = receiver operator characteristic.