Detection and differentiation of ataxic and hypokinetic dysarthria in cerebellar ataxia and parkinsonian disorders via wave splitting and integrating neural networks

Joomee Song; Ju Hwan Lee; Jungeun Choi; Mee Kyung Suh; Myung Jin Chung; Young Hun Kim; Jeongho Park; Seung Ho Choo; Ji Hyun Son; Dong Yeong Lee; Jong Hyeon Ahn; Jinyoung Youn; Kyung-Su Kim; Jin Whan Cho

doi:10.1371/journal.pone.0268337

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Open Access

Peer-reviewed

Research Article

Detection and differentiation of ataxic and hypokinetic dysarthria in cerebellar ataxia and parkinsonian disorders via wave splitting and integrating neural networks

Joomee Song ,

Contributed equally to this work with: Joomee Song, Ju Hwan Lee

Roles Conceptualization, Data curation, Methodology, Supervision, Writing – original draft, Writing – review & editing

Affiliation Department of Neurology and Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

https://orcid.org/0000-0001-7590-6825

⨯
Ju Hwan Lee ,

Contributed equally to this work with: Joomee Song, Ju Hwan Lee

Roles Conceptualization, Formal analysis, Methodology, Software, Writing – original draft, Writing – review & editing

Affiliations Medical AI Research Center, Research Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea, Department of Health Sciences and Technology, SAIHST, Sungkyunkwan University, Seoul, Republic of Korea
⨯
Jungeun Choi,

Roles Data curation, Formal analysis, Methodology, Software, Writing – original draft

Affiliation Medical AI Research Center, Research Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea
⨯
Mee Kyung Suh,

Roles Data curation, Resources, Writing – review & editing

Affiliation Department of Neurology and Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
⨯
Myung Jin Chung,

Roles Data curation, Funding acquisition, Project administration, Supervision

Affiliations Medical AI Research Center, Research Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea, Department of Radiology, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea, Department of Data Convergence and Future Medicine, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
⨯
Young Hun Kim,

Roles Validation

Affiliation Department of Neurology and Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
⨯
Jeongho Park,

Roles Validation

Affiliation Department of Neurology and Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
⨯
Seung Ho Choo,

Roles Validation

Affiliation Department of Neurology and Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
⨯
Ji Hyun Son,

Roles Formal analysis, Resources

Affiliation Department of Neurology and Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
⨯
Dong Yeong Lee,

Roles Data curation

Affiliation Department of Neurology and Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
⨯
Jong Hyeon Ahn,

Roles Data curation

Affiliation Department of Neurology and Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
⨯
Jinyoung Youn,

Roles Data curation

Affiliation Department of Neurology and Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
⨯
Kyung-Su Kim ,

Roles Conceptualization, Data curation, Formal analysis, Funding acquisition, Methodology, Software, Supervision, Writing – original draft, Writing – review & editing

* E-mail: kskim.doc@gmail.com (KSK); jinwhan.cho@samsung.com (JWC)

Affiliations Medical AI Research Center, Research Institute for Future Medicine, Samsung Medical Center, Seoul, Republic of Korea, Department of Data Convergence and Future Medicine, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea

https://orcid.org/0000-0001-6622-6545

⨯
Jin Whan Cho

Roles Funding acquisition, Project administration, Supervision, Writing – review & editing

* E-mail: kskim.doc@gmail.com (KSK); jinwhan.cho@samsung.com (JWC)

Affiliation Department of Neurology and Neuroscience Center, Samsung Medical Center, Sungkyunkwan University School of Medicine, Seoul, Republic of Korea
⨯

Detection and differentiation of ataxic and hypokinetic dysarthria in cerebellar ataxia and parkinsonian disorders via wave splitting and integrating neural networks

Joomee Song,
Ju Hwan Lee,
Jungeun Choi,
Mee Kyung Suh,
Myung Jin Chung,
Young Hun Kim,
Jeongho Park,
Seung Ho Choo,
Ji Hyun Son,
Dong Yeong Lee

Published: June 3, 2022
https://doi.org/10.1371/journal.pone.0268337

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