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Xian-Hua Wang

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Open access Aug 2026

Prediction of depression risk in chronic kidney disease using PSO-optimized random forest: a web-based application based on CHARLS data

Background Depression is a prevalent psychological issue among chronic kidney disease (CKD) patients. Such symptoms can greatly affect the physical and mental health and life expectancy of middle-aged and older persons with CKD. Objective The aim of this study is to develop a depression risk prediction model for CKD pa...

Si-Yu Li, Xian-Hua Wang, Jiangli Hu · 0 citations

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