Development of a prediction model for acute respiratory distress syndrome in ICU patients with acute pancreatitis based on machine learning algorithms

Development of a prediction model for acute respiratory distress syndrome in ICU patients with acute pancreatitis based on machine learning algorithms

"Objective To develop and validate a predictive model based on machine learning algorithms to assess the risk of acute respiratory distress syndrome（ARDS）in patients with acute pancreatitis（AP）admitted to the intensive care unit（ICU）. Methods The relevant data of 857 AP patients from the Medica...

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Bibliographic Details
Main Author: REN Xia*，LIU Luojie，ZHA Junjie，YE Ye，XU Xiaodan，YE Hongwei，ZHANG Yan
Format: Article
Language:zho
Published: The Editorial Department of Chinese Journal of Clinical Research 2025-08-01
Series:Zhongguo linchuang yanjiu
Subjects:
acute pancreatitis
acute respiratory distress syndrome
intensive care unit
machine learning
random forest
shapley additive explanations
Online Access:http://zglcyj.ijournals.cn/zglcyj/ch/reader/create_pdf.aspx?file_no=20250808
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