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Hierarchical classification for differential diagnosis of fever of unknown origin: A multi-task learning approach with self-adaptive representation sharing.

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第一作者： Zhixiao,Wang

第一单位： Engineering Research Center of EMR and Intelligent Expert System, Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, 310027, China.

作者： Zhixiao,Wang ^[1] ; Yu,Tian ^[1] ; Jian,Liu ^[2] ; Tianshu,Zhou ^[3] ; Yunqing,Qiu ^[4] ; Jingsong,Li ^[5]

作者单位： Engineering Research Center of EMR and Intelligent Expert System, Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, 310027, China. ^[1] Department of Intensive Care Unit, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China. ^[2] Research Center for Healthcare Data Science, Zhejiang Laboratory, Hangzhou, 311100, China. ^[3] State Key Laboratory for Diagnosis and Treatment of Infectious Diseases, Zhejiang Provincial Key Laboratory for Drug Evaluation and Clinical Research, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou, 310002, China. ^[4] Engineering Research Center of EMR and Intelligent Expert System, Ministry of Education, College of Biomedical Engineering and Instrument Science, Zhejiang University, Hangzhou, 310027, China; Research Center for Healthcare Data Science, Zhejiang Laboratory, Hangzhou, 311100, China. Electronic address: ljs@zju.edu.cn. ^[5]

关键词 Differential diagnosis Fever of unknown origin (FUO)Hierarchical classification Hierarchical representation sharing Label hierarchy Multi-task learning

医学主题词人类(Humans);原因不明发热(Fever of Unknown Origin);诊断, 鉴别(Diagnosis, Differential)

DOI 10.1016/j.artmed.2025.103298

PMID 41207085

发布时间 2025-12-05

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准确一般字义偏差语意偏离译文作用小提交