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

Journal: BMC nephrology
Published Date: Jul 1, 2025

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.

Authors

  • Zhuoyu Li
    Peking University Fourth School of Clinical Medicine, Beijing, 100035, P. R. China.
  • Siying Hao
    School of Information Science and Engineering, Lanzhou University, Lanzhou, China.
  • Shujun Shi
    Renal Division, Department of Medicine, Second Hospital of Lanzhou University, Lanzhou, China. drshishujun@163.com.
  • Lin Li
    Department of Medicine III, LMU University Hospital, LMU Munich, Munich, Germany.
  • Ziwei Tao
    School of Computer Science and Technology, Guangxi University of Science and Technology, Liuzhou, China.

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