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Open Access
Peer-reviewed
Research Article
Prediction of myopia development among Chinese school-aged children using refraction data from electronic medical records: A retrospective, multicentre machine learning study
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Haotian Lin ,
Contributed equally to this work with: Haotian Lin, Erping Long
Roles Conceptualization, Funding acquisition, Investigation, Project administration, Writing – original draft, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Erping Long ,
Contributed equally to this work with: Haotian Lin, Erping Long
Roles Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Resources, Software, Validation, Visualization, Writing – original draft, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Xiaohu Ding,
Roles Methodology, Validation, Visualization, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Hongxing Diao,
Roles Project administration, Resources, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Zicong Chen,
Roles Formal analysis, Methodology, Software, Validation, Writing – review & editing
Affiliation School of Public Health, Sun Yat-sen University, Guangzhou, China
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Runzhong Liu,
Roles Data curation, Investigation, Methodology, Software, Writing – review & editing
Affiliation School of Public Health, Sun Yat-sen University, Guangzhou, China
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Jialing Huang,
Roles Formal analysis, Methodology, Validation, Writing – review & editing
Affiliation School of Public Health, Sun Yat-sen University, Guangzhou, China
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Jingheng Cai,
Roles Methodology, Writing – review & editing
Affiliation School of Mathematics, Sun Yat-sen University, Guangzhou, China
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Shuangjuan Xu,
Roles Data curation, Methodology, Writing – review & editing
Affiliation School of Mathematics, Sun Yat-sen University, Guangzhou, China
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Xiayin Zhang,
Roles Formal analysis, Investigation, Supervision, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Dongni Wang,
Roles Project administration, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Kexin Chen,
Roles Data curation, Resources, Writing – review & editing
Affiliation Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
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Tongyong Yu,
Roles Methodology, Writing – review & editing
Affiliation Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
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Dongxuan Wu,
Roles Resources, Writing – review & editing
Affiliation Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
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Xutu Zhao,
Roles Methodology, Writing – review & editing
Affiliation Zhongshan School of Medicine, Sun Yat-sen University, Guangzhou, China
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Zhenzhen Liu,
Roles Supervision, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Xiaohang Wu,
Roles Supervision, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Yuzhen Jiang,
Roles Supervision, Writing – review & editing
Affiliations State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China, UCL Institute of Ophthalmology, University College London and Moorfields Eye Hospital, London, United Kingdom
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Xiao Yang,
Roles Resources, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Dongmei Cui,
Roles Supervision, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Wenyan Liu,
Roles Resources, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Yingfeng Zheng,
Roles Supervision, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Lixia Luo,
Roles Supervision, Writing – review & editing
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Haibo Wang,
Roles Supervision, Writing – review & editing
Affiliation First Affiliated Hospital of Sun Yat-sen University, Guangzhou, China
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Chi-Chao Chan,
Roles Supervision, Writing – review & editing
Affiliations State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China, Laboratory of Immunology, National Eye Institute, National Institutes of Health, Bethesda, Maryland, United States of America
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Ian G. Morgan,
Roles Conceptualization, Supervision, Writing – review & editing
Affiliations State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China, ARC Centre of Excellence in Vision Science, Research School of Biology, College of Medicine, Biology and Environment, Australian National University, Canberra, Australian Capital Territory, Australia
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Mingguang He,
Roles Conceptualization, Data curation, Investigation, Project administration, Resources, Supervision, Writing – original draft, Writing – review & editing
Affiliations State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China, Centre for Eye Research Australia, University of Melbourne, Royal Victorian Eye and Ear Hospital, East Melbourne, Victoria, Australia
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Yizhi Liu
Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Project administration, Supervision, Validation, Writing – review & editing
* E-mail: yizhi_liu@aliyun.com (YL)
Affiliation State Key Laboratory of Ophthalmology, Clinical Research Center for Ocular Disease, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China
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Prediction of myopia development among Chinese school-aged children using refraction data from electronic medical records: A retrospective, multicentre machine learning study
- Haotian Lin,
- Erping Long,
- Xiaohu Ding,
- Hongxing Diao,
- Zicong Chen,
- Runzhong Liu,
- Jialing Huang,
- Jingheng Cai,
- Shuangjuan Xu,
- Xiayin Zhang
- Published: November 6, 2018
- https://doi.org/10.1371/journal.pmed.1002674