Deep Learning outperforms physicians in myopathy and neuropathy classification based on Needle Electromyography Signal

• Ilhan Yoo ,

  Contributed equally to this work with: Ilhan Yoo, Jaesung Yoo

  Roles Conceptualization, Data curation, Formal analysis, Investigation, Validation, Writing – original draft, Writing – review & editing

  Affiliation Department of Neurology, Nowon Eulji Medical Center, Eulji University School of Medicine, Nowon-gu, Seoul, Republic of Korea

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• Jaesung Yoo ,

  Contributed equally to this work with: Ilhan Yoo, Jaesung Yoo

  Roles Formal analysis, Investigation, Methodology, Software, Validation, Visualization, Writing – original draft, Writing – review & editing

  Affiliation School of Electrical Engineering, Korea University, Seongbuk-gu, Seoul, Republic of Korea

  ⨯
• Dongmin Kim,

  Roles Software

  Affiliation Biomedical Research Institute, Seoul National University Hospital, Jongno-gu, Seoul, Republic of Korea

  ⨯
• Ina Youn,

  Roles Data curation

  Affiliation Department of Computer Science, New York University, New York, New York, United States of America

  ⨯
• Hyodong Kim,

  Roles Methodology

  Affiliation Department of Neurology, Nowon Eulji Medical Center, Eulji University School of Medicine, Nowon-gu, Seoul, Republic of Korea

  ⨯
• Michelle Youn,

  Roles Methodology

  Affiliation Department of Neurology, Nowon Eulji Medical Center, Eulji University School of Medicine, Nowon-gu, Seoul, Republic of Korea

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• Jun Hee Won,

  Roles Methodology

  Affiliation Department of Rehabilitation Medicine, Seoul National University Hospital,‌‌ Jongno-gu, Seoul, Republic of Korea

  ⨯
• Woosup Cho,

  Roles Methodology

  Affiliation Department of Rehabilitation Medicine, Seoul National University Hospital,‌‌ Jongno-gu, Seoul, Republic of Korea

  ⨯
• Youho Myong,

  Roles Methodology

  Affiliation Department of Rehabilitation Medicine, Seoul National University Hospital,‌‌ Jongno-gu, Seoul, Republic of Korea

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• Sehoon Kim,

  Roles Methodology

  Affiliation Department of Rehabilitation Medicine, Seoul National University Hospital,‌‌ Jongno-gu, Seoul, Republic of Korea

  ⨯
• Ri Yu,

  Roles Supervision

  Affiliation Department of Rehabilitation Medicine, Seoul National University Hospital,‌‌ Jongno-gu, Seoul, Republic of Korea

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• Sung-Min Kim,

  Roles Conceptualization, Data curation, Resources, Supervision

  Affiliation Department of Neurology, Seoul National University Hospital, Seoul National University College of Medicine, Jongno-gu,‌‌ Seoul, Republic of Korea

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• Kwangsoo Kim,

  Roles Resources

  Affiliation Transdisciplinary Department of Medicine & Advanced Technology, Seoul National University Hospital, Jongno-gu, Seoul, Republic of Korea

  https://orcid.org/0000-0002-4586-5062

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• Seung-Bo Lee ,

  Roles Formal analysis, Methodology, Supervision, Validation, Writing – review & editing

  * E-mail: koreateam23@gmail.com (S-BL); keewonkimm.d@gmail.com (KK)

  Affiliation Department of Medical Informatics, Keimyung University School of Medicine, Nam-gu, Daegu, Republic of Korea

  https://orcid.org/0000-0002-6817-5793

  ⨯
• Keewon Kim

  Roles Conceptualization, Investigation, Supervision, Validation, Writing – review & editing

  * E-mail: koreateam23@gmail.com (S-BL); keewonkimm.d@gmail.com (KK)

  Affiliations Department of Rehabilitation Medicine, Seoul National University Hospital,‌‌ Jongno-gu, Seoul, Republic of Korea, Office of Vision, Seoul National University College of Medicine, Jongno-gu, Seoul, Republic of Korea

  https://orcid.org/0000-0001-6597-578X

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