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

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Title: A Machine Learning Approach to Voice-Based Parkinson Disease Screening Using Multiview Spectrogram and Speech Recognition Features: Diagnostic Study.
Authors: Zahir A; Department of Biomedical and Robotics Engineering, Incheon National University, 119 Academy-ro, Yeonsu-gu, Incheon, 22012, Republic of Korea, 82 32-835-8677., Yu J; Department of Industrial and Management Engineering, Incheon National University, Incheon, Republic of Korea., Jun JS; Department of Neurology, Kangnam Sacred Heart Hospital, Hallym University College of Medicine, Seoul, Republic of Korea., Park K; Department of Biomedical and Robotics Engineering, Incheon National University, 119 Academy-ro, Yeonsu-gu, Incheon, 22012, Republic of Korea, 82 32-835-8677., Kim R; Department of Neurology, Seoul Metropolitan Government-Seoul National University Boramae Medical Center, Seoul National University College of Medicine, Seoul, Republic of Korea., Jeong H; Department of Biomedical and Robotics Engineering, Incheon National University, 119 Academy-ro, Yeonsu-gu, Incheon, 22012, Republic of Korea, 82 32-835-8677.
Source: JMIR medical informatics [JMIR Med Inform] 2026 Jun 11; Vol. 14, pp. e94063. Date of Electronic Publication: 2026 Jun 11.
Publication Type: Journal Article
Journal Info: Publisher: JMIR Publications Country of Publication: Canada NLM ID: 101645109 Publication Model: Electronic Cited Medium: Internet ISSN: 2291-9694 (Electronic) Linking ISSN: 22919694 NLM ISO Abbreviation: JMIR Med Inform Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: <searchLink fieldCode="AU" term="%22Zahir+A%22">Zahir A</searchLink>; Department of Biomedical and Robotics Engineering, Incheon National University, 119 Academy-ro, Yeonsu-gu, Incheon, 22012, Republic of Korea, 82 32-835-8677.<br /><searchLink fieldCode="AU" term="%22Yu+J%22">Yu J</searchLink>; Department of Industrial and Management Engineering, Incheon National University, Incheon, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Jun+JS%22">Jun JS</searchLink>; Department of Neurology, Kangnam Sacred Heart Hospital, Hallym University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Park+K%22">Park K</searchLink>; Department of Biomedical and Robotics Engineering, Incheon National University, 119 Academy-ro, Yeonsu-gu, Incheon, 22012, Republic of Korea, 82 32-835-8677.<br /><searchLink fieldCode="AU" term="%22Kim+R%22">Kim R</searchLink>; Department of Neurology, Seoul Metropolitan Government-Seoul National University Boramae Medical Center, Seoul National University College of Medicine, Seoul, Republic of Korea.<br /><searchLink fieldCode="AU" term="%22Jeong+H%22">Jeong H</searchLink>; Department of Biomedical and Robotics Engineering, Incheon National University, 119 Academy-ro, Yeonsu-gu, Incheon, 22012, Republic of Korea, 82 32-835-8677.
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