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Prediction of the risk of diabetic foot from corneal nerve images using deep learning algorithms.

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Title: Prediction of the risk of diabetic foot from corneal nerve images using deep learning algorithms.
Authors: Liu C; Cornea and Refractive Surgery Group, Singapore Eye Research Institute, Singapore; Regenerative Therapy Group, Singapore Eye Research Institute, Singapore., Zhu L; Institute of High Performance Computing, Agency for Science, Technology and Research (A∗STAR), Singapore., O'Donnell GP; Department of Podiatry, Singapore General Hospital, Singapore., Koh MH; Department of Podiatry, Singapore General Hospital, Singapore., Yu M; Cornea and Refractive Surgery Group, Singapore Eye Research Institute, Singapore; Regenerative Therapy Group, Singapore Eye Research Institute, Singapore., Lee IXY; Cornea and Refractive Surgery Group, Singapore Eye Research Institute, Singapore; Regenerative Therapy Group, Singapore Eye Research Institute, Singapore., Cheng CY; Ocular Epidemiology Research Group, Singapore Eye Research Institute, Singapore; Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore., Zhou J; Institute of High Performance Computing, Agency for Science, Technology and Research (A∗STAR), Singapore., Xu X; Institute of High Performance Computing, Agency for Science, Technology and Research (A∗STAR), Singapore., Goh RSM; Institute of High Performance Computing, Agency for Science, Technology and Research (A∗STAR), Singapore., Liu Y; Institute of High Performance Computing, Agency for Science, Technology and Research (A∗STAR), Singapore., Liu YC; Cornea and Refractive Surgery Group, Singapore Eye Research Institute, Singapore; Regenerative Therapy Group, Singapore Eye Research Institute, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore; Department of Cornea and External Eye Disease, Singapore National Eye Centre, Singapore; Department of Ophthalmology, National Taiwan University, Taiwan. Electronic address: liu.yu.chi@snec.com.sg.
Source: Diabetes research and clinical practice [Diabetes Res Clin Pract] 2025 Dec; Vol. 230, pp. 112991. Date of Electronic Publication: 2025 Nov 06.
Publication Type: Journal Article
Journal Info: Publisher: Elsevier Scientific Publishers Country of Publication: Ireland NLM ID: 8508335 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1872-8227 (Electronic) Linking ISSN: 01688227 NLM ISO Abbreviation: Diabetes Res Clin Pract Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Prediction of the risk of diabetic foot from corneal nerve images using deep learning algorithms.
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  Data: <searchLink fieldCode="AU" term="%22Liu+C%22">Liu C</searchLink>; Cornea and Refractive Surgery Group, Singapore Eye Research Institute, Singapore; Regenerative Therapy Group, Singapore Eye Research Institute, Singapore.<br /><searchLink fieldCode="AU" term="%22Zhu+L%22">Zhu L</searchLink>; Institute of High Performance Computing, Agency for Science, Technology and Research (A∗STAR), Singapore.<br /><searchLink fieldCode="AU" term="%22O'Donnell+GP%22">O'Donnell GP</searchLink>; Department of Podiatry, Singapore General Hospital, Singapore.<br /><searchLink fieldCode="AU" term="%22Koh+MH%22">Koh MH</searchLink>; Department of Podiatry, Singapore General Hospital, Singapore.<br /><searchLink fieldCode="AU" term="%22Yu+M%22">Yu M</searchLink>; Cornea and Refractive Surgery Group, Singapore Eye Research Institute, Singapore; Regenerative Therapy Group, Singapore Eye Research Institute, Singapore.<br /><searchLink fieldCode="AU" term="%22Lee+IXY%22">Lee IXY</searchLink>; Cornea and Refractive Surgery Group, Singapore Eye Research Institute, Singapore; Regenerative Therapy Group, Singapore Eye Research Institute, Singapore.<br /><searchLink fieldCode="AU" term="%22Cheng+CY%22">Cheng CY</searchLink>; Ocular Epidemiology Research Group, Singapore Eye Research Institute, Singapore; Centre for Innovation and Precision Eye Health, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Department of Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore.<br /><searchLink fieldCode="AU" term="%22Zhou+J%22">Zhou J</searchLink>; Institute of High Performance Computing, Agency for Science, Technology and Research (A∗STAR), Singapore.<br /><searchLink fieldCode="AU" term="%22Xu+X%22">Xu X</searchLink>; Institute of High Performance Computing, Agency for Science, Technology and Research (A∗STAR), Singapore.<br /><searchLink fieldCode="AU" term="%22Goh+RSM%22">Goh RSM</searchLink>; Institute of High Performance Computing, Agency for Science, Technology and Research (A∗STAR), Singapore.<br /><searchLink fieldCode="AU" term="%22Liu+Y%22">Liu Y</searchLink>; Institute of High Performance Computing, Agency for Science, Technology and Research (A∗STAR), Singapore.<br /><searchLink fieldCode="AU" term="%22Liu+YC%22">Liu YC</searchLink>; Cornea and Refractive Surgery Group, Singapore Eye Research Institute, Singapore; Regenerative Therapy Group, Singapore Eye Research Institute, Singapore; Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore; Department of Cornea and External Eye Disease, Singapore National Eye Centre, Singapore; Department of Ophthalmology, National Taiwan University, Taiwan. Electronic address: liu.yu.chi@snec.com.sg.
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  Data: <searchLink fieldCode="JN" term="%228508335%22">Diabetes research and clinical practice</searchLink> [Diabetes Res Clin Pract] 2025 Dec; Vol. 230, pp. 112991. <i>Date of Electronic Publication: </i>2025 Nov 06.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Scientific+Publishers%22">Elsevier Scientific Publishers </searchLink><i>Country of Publication: </i>Ireland <i>NLM ID: </i>8508335 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1872-8227 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2201688227%22">01688227 </searchLink><i>NLM ISO Abbreviation: </i>Diabetes Res Clin Pract <i>Subsets: </i>MEDLINE
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      – Type: doi
        Value: 10.1016/j.diabres.2025.112991
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      – Code: eng
        Text: English
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              Text: 2025 Dec
              Type: published
              Y: 2025
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