The study aimed to construct an intelligent difficulty scoring and assistance system (DSAS) for endoscopic retrograde cholangiopancreatography (ERCP) treatment of common bile duct (CBD) stones.
From three hospitals, 1954 cholangiograms were collected for training and testing the DSAS.