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Development of evaluation system for some clinical cases based on implicit knowledge in medical specialist

Research Project

Project/Area Number 16K12486
Research Category

Grant-in-Aid for Challenging Exploratory Research

Allocation TypeMulti-year Fund
Research Field Intelligent informatics
Research InstitutionUniversity of Yamanashi

Principal Investigator

MAKINO Koji  山梨大学, 大学院総合研究部, 准教授 (60560159)

Project Period (FY) 2016-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2019)
Budget Amount *help
¥3,380,000 (Direct Cost: ¥2,600,000、Indirect Cost: ¥780,000)
Fiscal Year 2018: ¥650,000 (Direct Cost: ¥500,000、Indirect Cost: ¥150,000)
Fiscal Year 2017: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Fiscal Year 2016: ¥1,950,000 (Direct Cost: ¥1,500,000、Indirect Cost: ¥450,000)
Keywords暗黙知 / 形式知化 / 人工膝置換術 / 陥入爪 / 歩容評価 / データサイエンス / 診断システム / リハビリテーション / 全人工膝関節置換術 / 自己組織化マップ / クラスタ分析 / 主成分分析 / あ
Outline of Final Research Achievements

This study investigates implicit knowledge for some clinical cases based on medical specialist using measurement of the gravity center and motion capture. We confirm that physical therapists can obtain a part of evaluation method of total knee arthroplasty based on implicit knowledge using the numerical results, though they cannot learn the evaluation method based on implicit knowledge directly. And we confirm the unique motion of patients with pincer nail using similar method for investigation of implicit knowledge. Moreover, we obtain the new idea for finger motion using proposed evaluation method.

Academic Significance and Societal Importance of the Research Achievements

本研究では脚部の疾患に関する専門医が持つ暗黙知を形式知化することを行った。これを解明することで,医師が持つ言葉にならない優れた知識を形式知化して,他の医師に伝えることができる。これは,技術伝承だけでなく,若手専門医の育成にも有意義となる。また,本研究は歩容に関する2症例を対象として研究を行ったが,解明手法を応用することで手の動作に関する暗黙知の解明にもつながることが示され,医療関係への応用が期待できる。この考え方は医学に特化したものではないため,匠の技と呼ばれる技術の伝承にも応用が期待できる。

Report

(5 results)
  • 2019 Annual Research Report   Final Research Report ( PDF )
  • 2018 Research-status Report
  • 2017 Research-status Report
  • 2016 Research-status Report
  • Research Products

    (13 results)

All 2019 2018 2017 Other

All Journal Article (9 results) (of which Peer Reviewed: 9 results,  Open Access: 1 results) Presentation (2 results) (of which Int'l Joint Research: 1 results) Book (1 results) Remarks (1 results)

  • [Journal Article] Presence of a family history and excessive pressure on the first toe pad during walking in female subjects with pincer nails2019

    • Author(s)
      Makino Koji、Ogawa Youichi、Kanagawa Takaiki、Matsuzawa Miyuki、Yamamoto Saori、Yamada Kazuki、Shimada Shinji、Kawamura Tatsuyoshi、Terada Hidetsugu
    • Journal Title

      The Journal of Dermatology

      Volume: 46 Issue: 7 Pages: 631-633

    • DOI

      10.1111/1346-8138.14931

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Improvement of a Finger Force Distribution Measurement Device employing Adjustable Structure2019

    • Author(s)
      Zhao Lu、Makino Koji、Fujita Koji、Sasaki Toru、Sato Nobutaka、Miyamamoto Masaya、Haro Hirotaka、Terada Hidetsugu
    • Journal Title

      2019 IEEE/SICE International Symposium on System Integration (SII)

      Volume: - Pages: 531-536

    • DOI

      10.1109/sii.2019.8700326

    • Related Report
      2019 Annual Research Report 2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Analysis of Eye Tracking of Physiotherapist during Walk Rehabilitation2019

    • Author(s)
      Liu Zhen、Makino Koji、Nakamura Masahiro、Ishida Kazuyoshi、Hanagata Yoshinobu、Ueda Shohei、Shirataki Kohei、Omori Hidenori、Terada Hidetsugu
    • Journal Title

      2020 IEEE/SICE International Symposium on System Integration (SII)

      Volume: - Pages: 6832-6837

    • DOI

      10.1109/iecon.2019.8926863

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Study on the Evaluation Method of Gait Motion Including the Implicit Knowledge2019

    • Author(s)
      Makino Koji、Nakamura Masahiro、Omori Hidenori、Hanagata Yoshinobu、Ueda Shohei、Shirataki Kohei、Ishida Kazuyoshi、Terada Hidetsugu
    • Journal Title

      2019 IEEE/SICE International Symposium on System Integration (SII)

      Volume: 1 Pages: 1-1

    • DOI

      10.1109/sii.2019.8700436

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Presence of a family history and excessive pressure on the first toe pad during walking in female subjects with pincer nails2019

    • Author(s)
      Makino Koji, Ogawa Youichi, Kanagawa Takaiki, Matsuzawa Miyuki, Yamamoto Saori, Yamada Kazuki, Shimada Shinji, Kawamura Tatsuyoshi Terada, Hidetsugu
    • Journal Title

      The Journal of Dermatology

      Volume: 印刷中

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Operation Verification of Deep Learning Applications on Small Computers2018

    • Author(s)
      Nishizaki Hiromitsu、Leow Chee Siang、Makino Koji
    • Journal Title

      IEEJ Transactions on Electronics, Information and Systems

      Volume: 138 Issue: 9 Pages: 1108-1115

    • DOI

      10.1541/ieejeiss.138.1108

    • NAID

      130007479939

    • ISSN
      0385-4221, 1348-8155
    • Year and Date
      2018-09-01
    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Development of a Dynamometer to Measure Grip Strength of Each Finger2018

    • Author(s)
      Makino Koji、Sato Nobutaka、Fujita Koji、Kanagawa Takaiki、Miyamamoto Masaya、Sasaki Toru、Haro Hirotaka、Kondo Yasuo、Terada Hidetsugu
    • Journal Title

      2018 IEEE 27th International Symposium on Industrial Electronics (ISIE)

      Volume: 1 Pages: 1-1

    • DOI

      10.1109/isie.2018.8433775

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Development of a Finger Force Distribution Measurement System for Hand Dexterity2018

    • Author(s)
      Makino Koji、Sato Nobutaka、Fujita Koji、Miyamamoto Masaya、Sasaki Toru、Haro Hirotaka、Yamada Kazuki、Terada Hidetsugu
    • Journal Title

      IECON 2018 - 44th Annual Conference of the IEEE Industrial Electronics Society

      Volume: 1 Pages: 1-1

    • DOI

      10.1109/iecon.2018.8592789

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Rehabilitation System to Improve the Extension Lag Applying the Developed Knee Assistive Instrument2017

    • Author(s)
      青木 今日子, 牧野 浩二, 中村 祐敬, 大森 英功, 花形 悦伸, 植田 祥平, 石田 和義, 寺田 英嗣
    • Journal Title

      Transactions of the Society of Instrument and Control Engineers

      Volume: 53 Issue: 4 Pages: 286-294

    • DOI

      10.9746/sicetr.53.286

    • NAID

      130006833457

    • ISSN
      0453-4654, 1883-8189
    • Related Report
      2017 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] 視線解析装置を用いた歩行リハビリテーション理学療法士の視線特徴の抽出2018

    • Author(s)
      劉震、牧野浩二、中村祐敬、石田和義、花形悦伸、白滝航平、大森英功、 寺田英嗣
    • Organizer
      第19回計測自動制御学会システムインテグレーション部門講演会(SI2018)
    • Related Report
      2018 Research-status Report
  • [Presentation] Measurement system for a gait motion of a patient with pincer nail2018

    • Author(s)
      K. Makino, Y. Ogawa, T, Kanagawa, K. Yamada, K. Kano, S, Shimada, T. Kawamura, H. Terada
    • Organizer
      IEEE/SICE International Symposium on System Integration (SII2017)
    • Related Report
      2017 Research-status Report
    • Int'l Joint Research
  • [Book] Interface(2017年6月号)人工知能アルゴリズム探検隊 コラム:人工知能×医療の研究...歩き方の良しあしをSOMで判定する2017

    • Author(s)
      牧野 浩二、寺田 英嗣、中村 祐敬
    • Total Pages
      2
    • Publisher
      CQ出版
    • Related Report
      2017 Research-status Report
  • [Remarks] 山梨大学 研究者総覧 - 牧野浩二

    • URL

      http://erdb.yamanashi.ac.jp/rdb/A_DispDetail.Scholar?fid=0&id=09EC7A5C90BC6281

    • Related Report
      2016 Research-status Report

URL: 

Published: 2016-04-21   Modified: 2021-02-19  

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