MERCI: a machine learning approach to identifying hydroxychloroquine retinopathy using mfERG

被引:0
作者
Faisal Habib
Huaxiong Huang
Arvind Gupta
Tom Wright
机构
[1] University of Toronto,Department of Computer Science
[2] York University,Department of Mathematics and Statistics
[3] Research Center for Mathematics,Department of Ophthalmology and Vision Sciences
[4] Advanced Institute of Natural Sciences,undefined
[5] Beijing Normal University,undefined
[6] BNU-HKBU United International College,undefined
[7] University of Toronto,undefined
[8] Kensington Vision and Research Centre,undefined
来源
Documenta Ophthalmologica | 2022年 / 145卷
关键词
mfERG; Ring ratios; Hydroxychloroquine; Reference ranges; SVM; 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:53 / 63
页数:10
相关论文
共 56 条
  • [11] Ruiz-Irastorza G(2012)ISCEV standard for clinical multifocal electroretinography (mfERG) (2011 edition) Doc Ophthalmol 124 1-13
  • [12] Ramos-Casals M(2010)Spectral domain optical coherence tomography as an effective screening test for hydroxychloroquine retinopathy (the “flying saucer” sign) Clin Ophthalmol 4 1151-1158
  • [13] Brito-Zeron P(2021)Reference ranges for clinical electrophysiology of vision Doc Ophthalmol 143 155-170
  • [14] Khamashta MA(2011)Scikit-learn: machine learning in Python J Mach Learn Res 12 2825-2830
  • [15] Lee SJ(2018)The Royal College of Ophthalmologists recommendations on screening for hydroxychloroquine and chloroquine users in the United Kingdom: executive summary Eye 32 1168-1173
  • [16] Silverman E(2016)Recommendations on Screening for Chloroquine and Hydroxychloroquine Retinopathy (2016 Revision) Ophthalmology 123 1386-1394
  • [17] Bargman JM(2016)Avoiding clinical misinterpretation and artifacts of optical coherence tomography analysis of the optic nerve, retinal nerve fiber layer, and ganglion cell layer J Neuro-Ophthalmol 36 417-438
  • [18] Jallouli M(2020)Prevalence of hydroxychloroquine retinopathy using 2018 Royal College of Ophthalmologists diagnostic criteria Eye 18 135-149
  • [19] Francès C(2022)Hydroxychloroquine screening practice: a survey of doctors requesting mfERG testing Can J Ophthalmol 7 169-171
  • [20] Piette JC(2018)Systemic lupus erythematosus and ocular involvement: an overview Clin Exp Med undefined undefined-undefined