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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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