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This paper is in the following e-collection/theme issue:

Machine Learning (2337) New Methods (1208) Digital Biomarkers and Digital Phenotyping (345) Computer-Aided Diagnosis (292) Applications of AI (402)

Published on in Vol 14 (2026)

Preprints (earlier versions) of this paper are available at https://preprints.jmir.org/preprint/94063, first published .
Elderly man using smartphone voice assistant with audio waveform visualization

A Machine Learning Approach to Voice-Based Parkinson Disease Screening Using Multiview Spectrogram and Speech Recognition Features: Diagnostic Study

A Machine Learning Approach to Voice-Based Parkinson Disease Screening Using Multiview Spectrogram and Speech Recognition Features: Diagnostic Study

Authors of this article:

Arifa Zahir1 Author Orcid Image ;   Jaehong Yu2 Author Orcid Image ;   Jin-Sun Jun3 Author Orcid Image ;   Kiwon Park1 Author Orcid Image ;   Ryul Kim4 Author Orcid Image ;   Hyundoo Jeong1 Author Orcid Image
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Arifa Zahir   1 , MS ;   Jaehong Yu   2 , PhD ;   Jin-Sun Jun   3 , MD ;   Kiwon Park   1 * , PhD ;   Ryul Kim   4 * , MD ;   Hyundoo Jeong   1 * , PhD

1 Department of Biomedical and Robotics Engineering, Incheon National University, Incheon, Republic of Korea

2 Department of Industrial and Management Engineering, Incheon National University, Incheon, Republic of Korea

3 Department of Neurology, Kangnam Sacred Heart Hospital, Hallym University College of Medicine, Seoul, Republic of Korea

4 Department of Neurology, Seoul Metropolitan Government-Seoul National University Boramae Medical Center, Seoul National University College of Medicine, Seoul, Republic of Korea

*these authors contributed equally

Corresponding Author:

  • Hyundoo Jeong, PhD
  • Department of Biomedical and Robotics Engineering
  • Incheon National University
  • 119 Academy-ro, Yeonsu-gu
  • Incheon 22012
  • Republic of Korea
  • Phone: 82 32-835-8677
  • Email: hdj@inu.ac.kr