Abstract
Endoscopic retrograde cholangiopancreatography (ERCP) is a vital tool for diagnosing and treating biliary and pancreatic disorders, but its safety and efficacy are marred by preoperative gastric retention. Jia et al retrospectively analyzed 190 patients who underwent ERCP and found that gastrointestinal obstruction, jaundice, opioid use, female sex, and primary diseases were independent predictors and risk factors of preoperative gastric retention. Based on these findings and comprehensive analysis, a proposed predictive model offers clinicians valuable tools to tailor preoperative strategies, improving the procedural safety and efficacy of ERCP. Despite having several limitations, like single-center design and limited generalizability, the study marks a significant advancement in optimizing ERCP outcomes through predictive analytics. Further research with larger populations and prospective designs is warranted to establish these findings.