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Receiver operating characteristic (ROC) curves of the test sets. a ROC curves of the predicted liver fibrosis severity on the test sets, including significant fibrosis, advanced fibrosis, and cirrhosis. b Macro-averaged ROC curve reducing the F0–F4 stages’ classification to multiple sets of two-class classifications, and micro-averaged ROC curve averaging each sample of an aggregate result
