Machine Learning to Determine Risk Factors for Myopia Progression in Primary School Children: The Anyang Childhood Eye Study

被引：0
作者：
Shi-Ming Li
Ming-Yang Ren
Jiahe Gan
San-Guo Zhang
Meng-Tian Kang
He Li
David A. Atchison
Jos Rozema
Andrzej Grzybowski
Ningli Wang
机构：
[1] Beijing Tongren Eye Center,School of Mathematical Sciences
[2] Beijing Tongren Hospital,Key Laboratory of Big Data Mining and Knowledge Management
[3] Beijing Ophthalmology and Visual Science Key Lab,Centre for Vision and Eye Research
[4] Beijing Institute of Ophthalmology,Visual Optics Lab, Department of Ophthalmology
[5] Capital Medical University,Faculty of Medicine and Health Sciences
[6] University of Chinese Academy of Sciences,Department of Ophthalmology
[7] Chinese Academy of Sciences,Institute for Research in Ophthalmology
[8] Anyang Eye Hospital,undefined
[9] Queensland University of Technology,undefined
[10] Antwerp University Hospital,undefined
[11] University of Antwerp,undefined
[12] University of Warmia and Mazury,undefined
[13] Foundation for Ophthalmology Development,undefined
来源：
Ophthalmology and Therapy | 2022年 / 11卷
关键词：
Risk factors; Myopia progression; Children; Machine learning;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
页码：573 / 585
页数：12
相关论文
共 326 条
  • [1] Morgan IG(2012)Myopia Lancet 379 1739-1748
  • [2] Ohno-Matsui K(2016)Global prevalence of myopia and high myopia and temporal trends from 2000 through 2050 Ophthalmology 123 1036-1042
  • [3] Saw SM(2012)High prevalence of myopia and high myopia in 5060 Chinese university students in Shanghai Invest Ophthalmol Vis Sci 53 7504-7509
  • [4] Holden BA(2015)Effect of time spent outdoors at school on the development of myopia among children in China: a randomized clinical trial JAMA 314 1142-1148
  • [5] Fricke TR(2018)Myopia prevention and outdoor light intensity in a school-based cluster randomized trial Ophthalmology 125 1239-1250
  • [6] Wilson DA(2018)Education and myopia: assessing the direction of causality by mendelian randomisation BMJ 361 k2022-2910
  • [7] Jong M(2008)Role of near work in myopia: findings in a sample of Australian school children Invest Ophthalmol Vis Sci 49 2903-689
  • [8] Naidoo KS(2015)Near work related parameters and myopia in Chinese children: the Anyang Childhood Eye Study PLoS ONE 10 683-5841
  • [9] Sankaridurg P(2015)Prediction of juvenile-onset myopia JAMA Ophthalmol 133 5836-997
  • [10] Wong TY(2011)Validating the accuracy of a model to predict the onset of myopia in children Invest Ophthalmol Vis Sci 52 993-643
12345678910