Machine learning models help differentiate between causes of recurrent spontaneous vertigo.

Journal: Journal of neurology
PMID: 38520520

Abstract

BACKGROUND: Vestibular migraine (VM) and Menière's disease (MD) are two common causes of recurrent spontaneous vertigo. Using history, video-nystagmography and audiovestibular tests, we developed machine learning models to separate these two disorders.

Authors

  • Chao Wang
    College of Agriculture, Shanxi Agricultural University, Taigu, Shanxi, China.
  • Allison S Young
    Central Clinical School, Faculty of Medicine and Health, University of Sydney, Sydney 2006, Australia.
  • Chahat Raj
    School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney 2007, Australia.
  • Andrew P Bradshaw
    Institute of Clinical Neurosciences, Royal Prince Alfred Hospital, Sydney, Australia.
  • Benjamin Nham
    Institute of Clinical Neurosciences, Royal Prince Alfred Hospital, Sydney, Australia.
  • Sally M Rosengren
    Institute of Clinical Neurosciences, Royal Prince Alfred Hospital, Sydney, Australia.
  • Zeljka Calic
    Department of Neurophysiology, Liverpool Hospital, Sydney, Australia.
  • David Burke
    Institute of Clinical Neurosciences, Royal Prince Alfred Hospital, Sydney, Australia.
  • G Michael Halmagyi
    Institute of Clinical Neurosciences, Royal Prince Alfred Hospital, Sydney, Australia.
  • Gnana K Bharathy
    School of Computer Science, Faculty of Engineering and Information Technology, University of Technology Sydney, Sydney, Australia.
  • Mukesh Prasad
    Centre for Artificial Intelligence, School of Software, Faculty of Engineering and Technology, University of Technology Sydney, Sydney, Australia.
  • Miriam S Welgampola
    Central Clinical School, Faculty of Medicine and Health, University of Sydney, Sydney 2006, Australia.

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