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Med-SCoT: Structured chain-of-thought reasoning and evaluation for enhancing interpretability in medical visual question answering.

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第一作者： Jinhao,Qiao

第一单位： College of Electrical and Information Engineering, Hunan University, No. 2, Lushan South Road, Changsha, 410082, Hunan Province, China. Electronic address: qiaojh@hnu.edu.cn.

作者： Jinhao,Qiao ^[1] ; Sihan,Li ^[2] ; Jiang,Liu ^[3] ; Heng,Yu ^[4] ; Yi,Xiao ^[5] ; Hongshan,Yu ^[6] ; Yan,Zheng ^[7]

作者单位： College of Electrical and Information Engineering, Hunan University, No. 2, Lushan South Road, Changsha, 410082, Hunan Province, China. Electronic address: qiaojh@hnu.edu.cn. ^[1] West China School of Medicine, West China Hospital of Sichuan University, No. 37, Guoxue Alley, Chengdu, 610041, Sichuan Province, China. Electronic address: sihan.li@mssm.edu. ^[2] Advanced Micro Devices, 2485 Augustine Drive, Santa Clara, 94305, CA, USA. Electronic address: jiang.liu@amd.com. ^[3] Computer Science Department, Stanford University, 353 Jane Stanford Way, Stanford, 94305, CA, USA. Electronic address: yuheng@stanford.edu. ^[4] School of Design, Hunan University, No. 2, Lushan South Road, Changsha, 410082, Hunan Province, China. Electronic address: yixiao_csee@hnu.edu.cn. ^[5] College of Electrical and Information Engineering, Hunan University, No. 2, Lushan South Road, Changsha, 410082, Hunan Province, China. Electronic address: yuhongshan@hnu.edu.cn. ^[6] College of Electrical and Information Engineering, Hunan University, No. 2, Lushan South Road, Changsha, 410082, Hunan Province, China. Electronic address: yanzheng@hnu.edu.cn. ^[7]

关键词 Explainable AI in healthcare Medical visual question answering Reasoning quality evaluation Structured chain-of-thought

医学主题词人类(Humans);结果可重复性(Reproducibility of Results)

DOI 10.1016/j.compmedimag.2025.102659

PMID 41202542

发布时间 2025-12-08

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