An explainable machine learning model for early warning of hypertensive and hypotensive anomalies in maintenance hemodialysis patients

An explainable machine learning model for early warning of hypertensive and hypotensive anomalies in maintenance hemodialysis patients

Abstract Background Intradialytic hypotension (IDH) and intradialytic hypertension (IDHTN) are major complications of maintenance hemodialysis (MHD) that significantly impact patient morbidity and mortality. Effective, explainable prediction of IDH and IDHTN can improve their management. Methods Thi...

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Bibliographic Details
Main Authors: Zhuoyu Li, Siying Hao, Shujun Shi, Lin Li, Ziwei Tao
Format: Article
Language:English
Published: BMC 2025-07-01
Series:BMC Nephrology
Subjects:
Hemodialysis
Intradialytic hypertension
Intradialytic hypotension
Machine learning
Shap
Online Access:https://doi.org/10.1186/s12882-025-04270-5
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