Development and validation of a practical prediction model for post-ERCP pancreatitis using machine learning
We developed and validated a concise predictive model for post-ERCP pancreatitis risk, and a simplified scoring system based on the LightGBM model. This model facilitates individual risk prediction and preventive strategy selection.
Authors
- Qi Wang (ORCID: https://orcid.org/0000-0001-9661-2084)
- Gaixin Du (ORCID: https://orcid.org/0000-0002-4616-7725)
- T De
- Wei Wang (ORCID: https://orcid.org/0009-0008-0896-0723)
- Hongkun Yin (ORCID: https://orcid.org/0000-0002-8595-4270)
- Tian Ma
- Jun Ma (ORCID: https://orcid.org/0000-0003-3463-2340)
Institutions
- Ningxia Medical University (CN)
- Ningxia Medical University General Hospital (CN)
Publication Details
- Journal
- Frontiers in Surgery
- Published
- 2025-11-03
- DOI
- https://doi.org/10.3389/fsurg.2025.1628956
- Primary Topic
- Gallbladder and Bile Duct Disorders
- Type
- article
- Field-Weighted Citation Impact
- 0.00