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The clinical decision curves showed the fusion model to be associated with the most profound overall clinical benefit. Early non-invasive prediction of NAT outcomes may be facilitated by radiomics, especially the delta and early-NAT radiomic subtypes, functioning as potential biomarkers. Meaningful clinicopathological indicators, combined with radiomics data, enable a fusion model to accurately predict NAT response. Potential bioma