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A multimodal transformer system for noninvasive diabetic nephropathy diagnosis via retinal imaging.

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第一作者: Zheyi,Dong
第一单位: Department of Nephrology, First Medical Center of Chinese People's Liberation Army General Hospital, Beijing, China.;Nephrology Institute of the Chinese People's Liberation Army, Beijing, China.;State Key Laboratory of Kidney Diseases, Beijing, China.;National Clinical Research Center for Kidney Diseases, Beijing, China.;Beijing Key Laboratory of Kidney Disease Research, Beijing, China.
作者: Zheyi,Dong [1] ; Xiaofei,Wang [2] ; Sai,Pan [1] ; Taohan,Weng [3] ; Xiaoniao,Chen [4] ; Shuangshuang,Jiang [5] ; Ying,Li [6] ; Zonghua,Wang [7] ; Xueying,Cao [1] ; Qian,Wang [1] ; Pu,Chen [1] ; Lai,Jiang [3] ; Guangyan,Cai [1] ; Li,Zhang [1] ; Yong,Wang [1] ; Jinkui,Yang [8] ; Yani,He [9] ; Hongli,Lin [10] ; Jie,Wu [1] ; Li,Tang [1] ; Jianhui,Zhou [1] ; Shengxi,Li [3] ; Zhaohui,Li [11] ; Yibing,Fu [3] ; Xinyue,Yu [11] ; Yanqiu,Geng [12] ; Yingjie,Zhang [1] ; Liqiang,Wang [13] ; Mai,Xu [14] ; Xiangmei,Chen [15]
作者单位: Department of Nephrology, First Medical Center of Chinese People's Liberation Army General Hospital, Beijing, China.;Nephrology Institute of the Chinese People's Liberation Army, Beijing, China.;State Key Laboratory of Kidney Diseases, Beijing, China.;National Clinical Research Center for Kidney Diseases, Beijing, China.;Beijing Key Laboratory of Kidney Disease Research, Beijing, China. [1] Department of Clinical Neurosciences, University of Cambridge, Cambridge, UK.;School of Electronic and Information Engineering, Beihang University, Beijing, China. [2] School of Electronic and Information Engineering, Beihang University, Beijing, China. [3] Senior Department of Ophthalmology, Third Medical Center of Chinese PLA General Hospital, Beijing, China.;Beijing Tongren Eye Center, Beijing Tongren Hospital, Capital Medical University, Beijing, China. [4] Department of Nephrology, First Medical Center of Chinese People's Liberation Army General Hospital, Beijing, China.;Nephrology Institute of the Chinese People's Liberation Army, Beijing, China.;State Key Laboratory of Kidney Diseases, Beijing, China.;National Clinical Research Center for Kidney Diseases, Beijing, China.;Beijing Key Laboratory of Kidney Disease Research, Beijing, China.;School of Clinical Medicine, Guangdong Pharmaceutical University, Guangzhou, China. [5] Department of Ophthalmology, First Medical Center of Chinese PLA General Hospital, Beijing, China. [6] Department of Ophthalmology, Seventh Medical Center of Chinese PLA General Hospital, Beijing, China. [7] Beijing Key Laboratory of Diabetes Research and Care, Beijing Diabetes Institute, Beijing Tongren Hospital, Capital Medical University, Beijing, China. [8] Department of nephrology, Daping Hospital, Army Medical University, Chongqing, China. [9] The First Affiliated Hospital of Dalian Medical UniversityKey Laboratory of Kidney Disease, Center for the Transformation Medicine of Kidney Disease, Dalian, China. [10] School of Clinical Medicine, Guangdong Pharmaceutical University, Guangzhou, China. [11] Department of Nephrology, Third Medical Center of Chinese PLA General Hospital, Beijing, China. [12] Senior Department of Ophthalmology, Third Medical Center of Chinese PLA General Hospital, Beijing, China. liqiangw301@163.com. [13] School of Electronic and Information Engineering, Beihang University, Beijing, China. MaiXu@buaa.edu.cn. [14] Department of Nephrology, First Medical Center of Chinese People's Liberation Army General Hospital, Beijing, China. xmchen301@126.com.;Nephrology Institute of the Chinese People's Liberation Army, Beijing, China. xmchen301@126.com.;State Key Laboratory of Kidney Diseases, Beijing, China. xmchen301@126.com.;National Clinical Research Center for Kidney Diseases, Beijing, China. xmchen301@126.com.;Beijing Key Laboratory of Kidney Disease Research, Beijing, China. xmchen301@126.com. [15]
DOI 10.1038/s41746-024-01393-1
PMID 39856403
发布时间 2025-01-30
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NPJ digital medicine

NPJ digital medicine

2025年8卷1期

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