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. 2021 Feb 17;21:31. doi: 10.1186/s12880-021-00564-w

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