EE-Explorer: A Multimodal Artificial Intelligence System for Eye Emergency Triage and Primary Diagnosis.

Journal: American journal of ophthalmology
Published Date:

Abstract

PURPOSE: To develop a multimodal artificial intelligence (AI) system, EE-Explorer, to triage eye emergencies and assist in primary diagnosis using metadata and ocular images.

Authors

  • Juan Chen
    Department of Occupational and Environmental Health Sciences, School of Public Health, Peking University, Beijing 100191, China. chenjuan94@bjmu.edu.cn.
  • Xiaohang Wu
    State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Mingyuan Li
  • Lixue Liu
    State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Vision Science, Guangdong Provincial Clinical Research Center for Ocular Diseases, Guangzhou, China.
  • Liuxueying Zhong
    From the State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases (J.C., X.W., M.L., L.L., L.Z., J.X., B.L., X.Zho., D.W., M.D., X.Zha., X.L., Y.Z., H.L.), Guangzhou, Guangdong.
  • Jun Xiao
    Zhejiang University, 38 Zheda Road, Hangzhou 310058, Zhejiang, China.
  • Bingsheng Lou
    From the State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases (J.C., X.W., M.L., L.L., L.Z., J.X., B.L., X.Zho., D.W., M.D., X.Zha., X.L., Y.Z., H.L.), Guangzhou, Guangdong.
  • Xingwu Zhong
    Hainan Eye Hospital and Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Haikou, Hainan, China.
  • Yanting Chen
    Hainan Eye Hospital and Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University (X.Zho., Y.C., W.H., H.L.), Haikou, Hainan.
  • Wenbin Huang
    National Engineering Research Center for Optical Instruments, Centre for Optical and Electromagnetic Research, Zhejiang University, Hangzhou, 310058, China.
  • Xiangda Meng
    Department of Ophthalmology, Tianjin Medical University General Hospital, Tianjin, China.
  • Yufei Gui
    First Affiliated Hospital of Kunming Medical University, Kunming (Y.G.), Yunnan.
  • Meizhen Chen
    Guangzhou Aier Eye Hospital (M.C.), Guangzhou, Guangdong.
  • Dongni Wang
    State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Xian Lie South Road 54#, Guangzhou, 510060, China.
  • Meimei Dongye
    State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China.
  • Xulin Zhang
    State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Centre, Sun Yat-sen University, Guangzhou, China.
  • Carol Y Cheung
    Department of Ophthalmology and Visual Sciences, Chinese University of Hong Kong, Hong Kong Special Administrative Region, China. Electronic address: carolcheung@cuhk.edu.hk.
  • Iat Fan Lai
    Ophthalmic Center, Kiang Wu Hospital, Macau, China.
  • Hua Yan
  • Xiaofeng Lin
    Department of Medical Imaging, Sun Yat-sen University Cancer Center, State Key Laboratory of Oncology in South China, Collaborative Innovation Center for Cancer Medicine, Guangzhou 510060, China.
  • Yongxin Zheng
    From the State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangdong Provincial Key Laboratory of Ophthalmology and Visual Science, Guangdong Provincial Clinical Research Center for Ocular Diseases (J.C., X.W., M.L., L.L., L.Z., J.X., B.L., X.Zho., D.W., M.D., X.Zha., X.L., Y.Z., H.L.), Guangzhou, Guangdong.
  • Haotian Lin
    State Key Laboratory of Ophthalmology, Zhongshan Ophthalmic Center, Sun Yat-sen University, Guangzhou.