Semiology Extraction and Machine Learning-Based Classification of Electronic Health Records for Patients With Epilepsy: Retrospective Analysis.

Journal: JMIR medical informatics
Published Date:

Abstract

BACKGROUND: Obtaining and describing semiology efficiently and classifying seizure types correctly are crucial for the diagnosis and treatment of epilepsy. Nevertheless, there exists an inadequacy in related informatics resources and decision support tools.

Authors

  • Yilin Xia
    Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.
  • Mengqiao He
    Department of Pharmacy and Institutes for Systems Genetics, West China Hospital, Sichuan University, Frontiers Science Center for Disease-Related Molecular Network, Xinchuan Road 2222, Chengdu 610041, China.
  • Sijia Basang
    Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.
  • Leihao Sha
    Department of Neurology and Joint Research Institution of Altitude Health, West China Hospital, Sichuan University, Chengdu, Sichuan, China.
  • Zijie Huang
    Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.
  • Ling Jin
    Research Center for Translational Medicine, Shanghai East Hospital, School of Life Sciences and Technology, Tongji University, Shanghai, China.
  • Yifei Duan
    Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.
  • Yusha Tang
    Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.
  • Hua Li
    Department of Stomatology, The First Medical Center Chinese PLA General Hospital Beijing China.
  • Wanlin Lai
    Department of Neurology, West China Hospital, Sichuan University, #37 Guoxue Alley, Wuhou District, Chengdu, China, 86 18980605819.
  • Lei Chen
    Department of Chemistry, Stony Brook University Stony Brook NY USA.