Table 2.
1000-times Bootstrap estimate of the area under the ROC curve and the model optimism estimation for the radiomics and CT sign models
Model | Apparent AUCa | AUC Bootstrap-Trainb (mean, 95% CI) | AUC Bootstrap-Testc (mean, 95% CI) | Average optimismd | Optimism-corrected AUCe |
---|---|---|---|---|---|
Radiomics | 0.888 | 0.899 (0.897–0.901) | 0.838 (0.835–0.841) | 0.061 | 0.827 |
CT sign | 0.906 | 0.908 (0.907–0.910) | 0.888 (0.886–0.890) | 0.020 | 0.886 |
aThe AUC of predicting model developed in original whole dataset
bThe averaged model performance in the resampled training set after 1000-times bootstrap
cThe averaged model performance in the r “out-of-bag” test set after 1000-times bootstrap
dThe model’s averaged optimism as the difference between the bootstrap training set AUC and the test AUC
eThe corrected AUC by subtracting the average optimism from the apparent AUC