Prediction of infected pancreatic necrosis in patients with acute necrotizing pancreatitis based on ensemble machine learning model

Prediction of infected pancreatic necrosis in patients with acute necrotizing pancreatitis based on ensemble machine learning model

Abstract Background To study the value of ensemble machine learning (EL) model in the prediction of infected pancreatic necrosis (IPN) among patients with acute necrotizing pancreatitis (ANP). Methods This study comprehensively analyzed 1073 acute necrotizing pancreatitis (ANP) patients admitted to...

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Bibliographic Details
Main Authors: Zefang Sun, Yan Fu, Jiarong Li, Baiqi Liu, Xiaoyue Hong, Chiayen Lin, Dingcheng Shen, Caihong Ning, Lu Chen, Xiaoping Yi, Gengwen Huang
Format: Article
Language:English
Published: BMC 2025-08-01
Series:World Journal of Emergency Surgery
Subjects:
Acute necrotizing pancreatitis
Infected pancreatic necrosis
Ensemble machine learning
Risk factors
Precise prediction
Online Access:https://doi.org/10.1186/s13017-025-00642-2
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https://doi.org/10.1186/s13017-025-00642-2

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