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References Bem, D, Sugrue, D, Wilding, B, et al. (2021) The effect of hyperkalemia and long inter-dialytic interval on morbidity and mortality in patients receiving hemodialysis: a systematic review. Ren Fail 43, 241–254.10.1080/0886022X.2020.1871012CrossRefGoogle ScholarPubMed Karaboyas, A, Robinson, BM, James, G, et al. (2021) Hyperkalemia excursions are associated with an increased risk of mortality and hospitalizations in hemodialysis patients.
Abstract Background: Accurate and interpretable prediction of long-term mortality in maintenance hemodialysis (MHD) patients remains challenging. This study aimed to develop and externally validate machine learning survival models integrating clinical, nutritional, inflammatory, and anthropometric predictors. Methods: This prospective multicenter cohort included 1,129 MHD patients from eight dialysis centers in China.
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