Author

Hai-Xia Chen

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Meta-analysis Open access Sep 2026

A systematic review and meta-analysis of the effects of non-pharmacological interventions in improving psychological status and sleep quality among hemodialysis patients

Background Patients receiving maintenance hemodialysis (MHD) experience substantial physical and psychological burdens. Non-pharmacological interventions have been increasingly explored as potential approaches for improving psychological symptoms and sleep quality in this population. Objective To systematically evaluat...

Min-Jie Liu, Hai-Xia Chen, Yun-Yun Liu et al. · Frontiers in Public Health · 0 citations

Open access Sep 2026

Machine learning prediction models for mechanical ventilation requirement in patients with embolic stroke: a retrospective cohort study based on MIMIC-IV

Objective This study seeks to develop and compare four machine learning models using the MIMIC-IV database to identify predictive variables associated with invasive mechanical ventilation (MV) requirement in patients with embolic cerebral infarction. Methods This study included 568 patients with embolic cerebral infarc...

Li Ma, Xu-Hui Liu, Rui-Ling Nan et al. · Frontiers in Medicine · 0 citations