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Flow diagram of the study design. A total of 2,269 patients with intrahepatic lithiasis who underwent hepatectomy in The First Affiliated Hospital, Wenzhou Medical University (WMC) as training cohort and 245 patients in The Second Affiliated Hospital, WMC as validation cohort were included in this study.
