Development and validation of a machine learning-based, point-of-care risk calculator for post-ERCP pancreatitis and prophylaxis selection.
Journal:
Gastrointestinal endoscopy
PMID:
39147103
Abstract
BACKGROUND AND AIMS: A robust model of post-ERCP pancreatitis (PEP) risk is not currently available. We aimed to develop a machine learning-based tool for PEP risk prediction to aid in clinical decision making related to periprocedural prophylaxis selection and postprocedural monitoring.
Authors
Keywords
Administration, Rectal
Aged
Anti-Inflammatory Agents, Non-Steroidal
Area Under Curve
Cholangiopancreatography, Endoscopic Retrograde
Clinical Decision-Making
Female
Fluid Therapy
Humans
Machine Learning
Male
Middle Aged
Pancreatic Ducts
Pancreatitis
Pilot Projects
Point-of-Care Systems
Prospective Studies
Risk Assessment
Risk Factors
ROC Curve
Stents