Table 4.
Modality | Phase | Classification | |||
---|---|---|---|---|---|
Accuracy | Recall | Precision | F 1 score | ||
CE-T1WI | Training | 0.894 ± 0.012 | 0.906 ± 0.007 | 0.886 ± 0.018 | 0.896 ± 0.010 |
Validation | 0.839 ± 0.046 | 0.866 ± 0.044 | 0.823 ± 0.051 | 0.845 ± 0.045 | |
Testing | 0.804 ± 0.011 | 0.818 ± 0.033 | 0.798 ± 0.014 | 0.808 ± 0.015 | |
| |||||
FLAIR | Training | 0.941 ± 0.056 | 0.943 ± 0.104 | 0.947 ± 0.026 | 0.945 ± 0.081 |
Validation | 0.885 ± 0.090 | 0.941 ± 0.105 | 0.857 ± 0.028 | 0.889 ± 0.101 | |
Testing | 0.827 ± 0.056 | 0.852 ± 0.080 | 0.821 ± 0.022 | 0.836 ± 0.072 |
Note: the number in the table referred to the mean ± standard deviation values of 10 cross-validation experiments. CE-T1WI: contrast-enhanced T1-weighted imaging; FLAIR: fluid-attenuated inversion recovery.