The optimal model was interpreted using SHapley Additive exPlanations (SHAP).<h4>Results</h4>LASSO regression selected seven predictors: diabetes history, pancreatitis history, biliary surgery history, C-reactive protein, albumin, blood urea nitrogen, and serum calcium. Here, ALB is linked to pancreatitis.