Retrospective study of postoperative pleural effusion with hypoxemia in critically ill pancreatic surgery patients: model development and restricted cubic spline analysis

This study developed a predictive model for postoperative pleural effusion in critically ill patients undergoing pancreatic surgery using LASSO-logistic regression. The model demonstrated robust discrimination and calibration, highlighting its potential utility in early risk stratification and individualized clinical decision-making.