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Development of an explainable machine learning model for predicting the occurrence of advanced diabetic kidney disease.

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第一作者： Kaiwen,Zheng

第一单位： Department of Clinical Laboratory, Fuzhou University Affiliated Provincial Hospital, Fuzhou, China.;Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, Fujian Medical University, Fuzhou, China.

作者： Kaiwen,Zheng ^[1] ; Lun,Liu ^[2] ; Jianbin,You ^[1] ; Jingyi,Su ^[1] ; Ling,Li ^[1] ; Jiahao,Chen ^[1] ; Liangyuan,Chen ^[1] ; Yanfen,Zeng ^[1] ; Jinhua,Chen ^[1] ; Gang,Chen ^[3] ; Junping,Wen ^[3]

作者单位： Department of Clinical Laboratory, Fuzhou University Affiliated Provincial Hospital, Fuzhou, China.;Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, Fujian Medical University, Fuzhou, China. ^[1] Department of Laboratory Medicine, The First Affiliated Hospital of Xiamen University, Xiamen Key Laboratory of Genetic Testing, Xiamen, China. ^[2] Shengli Clinical Medical College of Fujian Medical University, Fujian Provincial Hospital, Fujian Medical University, Fuzhou, China.;Department of Endocrinology, Fuzhou University Affiliated Provincial Hospital, Fuzhou, China. ^[3]

关键词 SHapley Additive exPlanation advanced diabetic kidney disease explainable machine learning partial dependence plot prediction model

医学主题词人类(Humans);糖尿病肾病(Diabetic Nephropathies);预后(Prognosis);男(雄)性(Male);女(雌)性(Female)

DOI 10.3389/fendo.2026.1722013

PMID 42006264

发布时间 2026-06-22

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