Machine learning model for postpancreaticoduodenectomy haemorrhage prediction: an international multicentre cohort study

Machine learning model for postpancreaticoduodenectomy haemorrhage prediction: an international multicentre cohort study

Objectives To develop and validate a machine learning model for precise risk stratification of postpancreaticoduodenectomy haemorrhage (PPH), enabling early identification of high-risk patients to guide clinical intervention.Design Retrospective international multicentre cohort study with model deve...

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Main Authors: Zhe Zhang, Xiaowei Wang, Chengfeng Wang, Jianwei Zhang, Xueping Zhao, Minjie Shang, Qiuran Xu, Zongting Gu
Format: Article
Language:English
Published: BMJ Publishing Group 2025-07-01
Series:BMJ Open
Online Access:https://bmjopen.bmj.com/content/15/7/e096147.full
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