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Keywords Predictive modelling Machine learning Big data Cholangiocarcinoma Risk stratification Evidence before this study Cholangiocarcinoma (CCA) remains a rare and highly lethal malignancy, often diagnosed at advanced stages due to its asymptomatic progression, rendering curative surgical resection less feasible.
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