Utilizing machine learning models for predicting outcomes in acute pancreatitis: development and validation in three retrospective cohorts

Abstract Background Acute pancreatitis (AP) is associated with a high readmission rate; however, there is a paucity of models capable of predicting post-discharge outcomes. Furthermore, existing in-hospital prediction models exhibit notable limitations. This study leverages machine learning (ML) tec...

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Bibliographic Details
Main Authors: Kaier Gu, Yang Liu
Format: Article
Language:English
Published: BMC 2025-07-01
Series:BMC Medical Informatics and Decision Making
Subjects:
Online Access:https://doi.org/10.1186/s12911-025-03103-7
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