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Multimodal Machine Learning Using Visual Fields and Peripapillary Circular OCT Scans in Detection of Glaucomatous Optic Neuropathy.
Xiong, Jian; Li, Fei; Song, Diping; Tang, Guangxian; He, Junjun; Gao, Kai; Zhang, Hengli; Cheng, Weijing; Song, Yunhe; Lin, Fengbin; Hu, Kun; Wang, Peiyuan; Olivia Li, Ji-Peng; Aung, Tin; Qiao, Yu; Zhang, Xiulan; Ting, Daniel.
Affiliation
  • Xiong J; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, People's Republic of China; Department of Ophthalmology, The Second Affiliated Hospital of Nanchang University, Nanchang, People's Republic of China.
  • Li F; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, People's Republic of China.
  • Song D; ShenZhen Key Lab of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, People's Republic of China; University of Chinese Academy of Sciences, Beijing, People's Republic of China.
  • Tang G; The First Hospital of Shijiazhuang City, Shijiazhuang, People's Republic of China.
  • He J; ShenZhen Key Lab of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, People's Republic of China; Shanghai AI Laboratory, Shanghai, People's Republic of China; Shanghai Jiao Tong University, Shanghai, People's Republic of China
  • Gao K; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, People's Republic of China.
  • Zhang H; The First Hospital of Shijiazhuang City, Shijiazhuang, People's Republic of China.
  • Cheng W; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, People's Republic of China.
  • Song Y; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, People's Republic of China.
  • Lin F; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, People's Republic of China.
  • Hu K; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, People's Republic of China.
  • Wang P; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, People's Republic of China.
  • Olivia Li JP; Moorfields Eye Hospital NHS Foundation Trust, London, United Kingdom.
  • Aung T; Singapore Eye Research Institute, Singapore National Eye Center, and Duke-NUS Medical School, Singapore, Republic of Singapore; Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Republic of Singapore. Electronic address: aung.tin@singhealth.com.sg.
  • Qiao Y; ShenZhen Key Lab of Computer Vision and Pattern Recognition, Shenzhen Institute of Advanced Technology, Chinese Academy of Sciences, Shenzhen, People's Republic of China; Shanghai AI Laboratory, Shanghai, People's Republic of China. Electronic address: yu.qiao@siat.ac.cn.
  • Zhang X; State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou, People's Republic of China. Electronic address: zhangxl2@mail.sysu.edu.cn.
  • Ting D; Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Republic of Singapore.
Ophthalmology ; 129(2): 171-180, 2022 02.
Article in En | MEDLINE | ID: mdl-34339778

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Vision Disorders / Visual Fields / Optic Nerve Diseases / Glaucoma, Open-Angle / Tomography, Optical Coherence / Machine Learning Type of study: Diagnostic_studies / Observational_studies / Prevalence_studies / Prognostic_studies / Risk_factors_studies Limits: Adult / Aged / Female / Humans / Male / Middle aged Language: En Journal: Ophthalmology Year: 2022 Type: Article

Full text: 1 Collection: 01-internacional Database: MEDLINE Main subject: Vision Disorders / Visual Fields / Optic Nerve Diseases / Glaucoma, Open-Angle / Tomography, Optical Coherence / Machine Learning Type of study: Diagnostic_studies / Observational_studies / Prevalence_studies / Prognostic_studies / Risk_factors_studies Limits: Adult / Aged / Female / Humans / Male / Middle aged Language: En Journal: Ophthalmology Year: 2022 Type: Article