Machine‐learning radiomics to predict early recurrence in perihilar cholangiocarcinoma after curative resection

The radiomics-based multilevel model demonstrated superior performance to rival models and conventional staging systems, and could serve as a visual prognostic tool to plan surveillance of ER and guide post-operative individualized management in PHC.