Matsumoto Kotaro 松本晃太郎

Researcher Number	60932217
Other IDs
Affiliation (Current)	2025: 九州大学, 医学研究院, 助教
Affiliation (based on the past Project Information) *help	2024: 九州大学, 医学研究院, 助教 2022 – 2023: 久留米大学, 付置研究所, 講師 2022: 久留米大学, 付置研究所, 助教
Review Section/Research Field	Principal Investigator Basic Section 58010:Medical management and medical sociology-related Except Principal Investigator Basic Section 58010:Medical management and medical sociology-related / Basic Section 59040:Nutrition science and health science-related / Basic Section 90150:Medical assistive technology-related / Basic Section 62010:Life, health and medical informatics-related / Basic Section 52040:Radiological sciences-related / Basic Section 61030:Intelligent informatics-related
Keywords	Principal Investigator 電子クリニカルパス / 電子クリニカルパス / SHAP / 機械学習予測モデル / 機械学習の解釈性手法 Except Principal Investigator 機械学習 / 脳卒中 / 解釈手法 / 深層学習 / 老年症候群予防 … More / 地域コホート / 支援アプリ / 個別化栄養療法 / 健診データ / サルコペニア / 糖尿病 / 老年症候群 / データ駆動型予測 / 予後 / QOL / ADL / 機能予後 / 費用対効果 / 診療行為 / 熱中症患者数 / 統計的機械学習 / GIS / レセプトデータ / 摂食嚥下波形解析 / 診療テキスト / クリニカルパス / 大規模言語モデル / 機械学習モデル / 緩和的放射線治療 / 介護 / 医療介護連携 / 階層モデル / 統計的仮説検定法 / 変数重要度 / 説明性の定量化 / シャプレー値 Less

医療と介護レセプト連結データを用いた脳卒中の疾病負荷に関する研究
- Principal Investigator
  
  松尾龍
- Project Period (FY)
  2024 – 2027
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 58010:Medical management and medical sociology-related
- Research Institution
  Kyushu University
緩和的放射線治療の有効性を予測する機械学習モデルの開発
- Principal Investigator
  
  斉藤哲雄
- Project Period (FY)
  2024 – 2026
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Review Section
  
  Basic Section 52040:Radiological sciences-related
- Research Institution
  Kumamoto University
Verification and improvement of Large Language Models utilizing structured medical data, and development of a method for explaining model outputs
- Principal Investigator
  
  野原康伸
- Project Period (FY)
  2024 – 2027
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Review Section
  
  Basic Section 62010:Life, health and medical informatics-related
- Research Institution
  Kumamoto University
集積嚥下波形データの活用による誤嚥検出のための自動解析システムの開発と臨床応用
- Principal Investigator
  
  東嶋美佐子
- Project Period (FY)
  2024 – 2026
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Review Section
  
  Basic Section 90150:Medical assistive technology-related
- Research Institution
  Nishikyushu University
Establishment of Personalized Nutritional Therapy for Prevention of Geriatric Syndrome through Community Cohort and Deep Learning
- Principal Investigator
  
  矢部大介
- Project Period (FY)
  2023 – 2027
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 59040:Nutrition science and health science-related
- Research Institution
  Kyoto University
  Gifu University
医療者とAIの相互連携システム構築を目的とした解釈可能な機械学習予測モデルの開発Principal Investigator
- Principal Investigator
  
  松本晃太郎
- Project Period (FY)
  2022 – 2024
- Research Category
  
  Grant-in-Aid for Early-Career Scientists
- Review Section
  
  Basic Section 58010:Medical management and medical sociology-related
- Research Institution
  Kurume University
気象・周辺環境情報を統合した保健医療情報基盤構築と個人・環境要因の複合的影響評価
- Principal Investigator
  
  西巧
- Project Period (FY)
  2022 – 2025
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 58010:Medical management and medical sociology-related
- Research Institution
  Fukuoka Institute of Health and Environmental Sciences
Data-driven high-performance medicine for stroke
- Principal Investigator
  
  鴨打正浩
- Project Period (FY)
  2021 – 2024
- Research Category
  
  Grant-in-Aid for Scientific Research (B)
- Review Section
  
  Basic Section 58010:Medical management and medical sociology-related
- Research Institution
  Kyushu University
A Study on Statistical Interpretation Methods for Machine Learning Results Using Shapley Values
- Principal Investigator
  
  NOHARA Yasunobu
- Project Period (FY)
  2020 – 2023
- Research Category
  
  Grant-in-Aid for Scientific Research (C)
- Review Section
  
  Basic Section 61030:Intelligent informatics-related
- Research Institution
  Kumamoto University

All 2024 2023 2022 2020

All Journal Article Presentation Book

[Book] 医療者とAIの相互連携システムの構築2022
- Author(s)
  松本晃太郎, 野原康伸, 副島秀久
- Total Pages
  2
- Publisher
  Medical Science Digest
- Data Source
  KAKENHI-PROJECT-22K17336
[Journal Article] Poststroke Clinical Outcomes in Comparison With Conventional Prognostic Scores: Multicenter, Hospital-Based Observational Study2024
- Author(s)
  Fumi Irie, Koutarou Matsumoto, Ryu Matsuo, Yasunobu Nohara, Yoshinobu Wakisaka, Tetsuro Ago, Naoki Nakashima, Takanari Kitazono, Masahiro Kamouchi
- Journal Title
  
  JMIR AI
  
  Volume: 3 Pages: e46840-e46840
- DOI
  10.2196/46840
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-21K19648, KAKENHI-PROJECT-22K10386, KAKENHI-PROJECT-20K11938
[Journal Article] Development of Machine Learning Prediction Models for Self-Extubation After Delirium Using Emergency Department Data2024
- Author(s)
  Matsumoto Koutarou、Nohara Yasunobu、Sakaguchi Mikako、Takayama Yohei、Yamashita Takanori、Soejima Hidehisa、Nakashima Naoki
- Journal Title
  
  Studies in Health Technology and Informatics
  
  Volume: 2023 Pages: 1001-1005
- DOI
  10.3233/shti231115
- ISBN
  9781643684567, 9781643684574
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-20K11938, KAKENHI-PROJECT-21K18312
[Journal Article] Temporal Generalizability of Machine Learning Models for Predicting Postoperative Delirium Using Electronic Health Record Data: Model Development and Validation Study2023
- Author(s)
  Koutarou Matsumoto, Yasunobu Nohara, Mikako Sakaguchi, Yohei Takayama, Syota Fukushige, Hidehisa Soejima, Naoki Nakashima, Masahiro Kamouchi
- Journal Title
  
  JMIR Perioperative Medicine
  
  Volume: 6 Pages: e50895-e50895
- DOI
  10.2196/50895
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-22K17336, KAKENHI-PROJECT-22K10416, KAKENHI-PROJECT-20K11938, KAKENHI-PROJECT-21K18312
[Journal Article] Non-linear association between body weight and functional outcome after acute ischemic stroke2023
- Author(s)
  Wakisaka Kayo、Matsuo Ryu、Matsumoto Koutarou、Nohara Yasunobu、Irie Fumi、Wakisaka Yoshinobu、Ago Tetsuro、Nakashima Naoki、Kamouchi Masahiro、Kitazono Takanari
- Journal Title
  
  Scientific Reports
  
  Volume: 13 Issue: 1 Pages: 8697-8697
- DOI
  10.1038/s41598-023-35894-y
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-21K10330, KAKENHI-PROJECT-22K10386, KAKENHI-PROJECT-18K09944, KAKENHI-PROJECT-20K11938, KAKENHI-PROJECT-21K18312, KAKENHI-PROJECT-23K21506
[Journal Article] Unmasked insulinoma occasioned by severe hypoglycemic coma immediately postpartum: a case report2023
- Author(s)
  Matsumoto Kiyoshi、Watanabe Miyu、Takao Ken、Takahashi Hirokazu、Daido Hisashi、Shibata Toshiro、Hirose Tokuyuki、Kato Takehiro、Mizuno Masami、Hirota Takuo、Suwa Tetsuya、Horikawa Yukio、Murakami Takaaki、Yabe Daisuke
- Journal Title
  
  BMC Endocrine Disorders
  
  Volume: 23 Issue: 1 Pages: 168-168
- DOI
  10.1186/s12902-023-01415-1
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-22K16411, KAKENHI-PROJECT-23K28017
[Journal Article] Delirium Prediction Using Machine Learning Interpretation Method and Its Incorporation into a Clinical Workflow2023
- Author(s)
  Matsumoto Koutarou、Nohara Yasunobu、Sakaguchi Mikako、Takayama Yohei、Fukushige Shota、Soejima Hidehisa、Nakashima Naoki
- Journal Title
  
  Applied Sciences
  
  Volume: 13 Issue: 3 Pages: 1564-1564
- DOI
  10.3390/app13031564
- Peer Reviewed / Open Access
- Data Source
  KAKENHI-PROJECT-20K11938, KAKENHI-PROJECT-22K17336, KAKENHI-PROJECT-21K18312
[Journal Article] Explanation of Machine Learning Models Using Shapley Additive Explanation and Application for Real Data in Hospital2022
- Author(s)
  Yasunobu Nohara, Koutarou Matsumoto, Hidehisa Soejima, Naoki Nakashima
- Journal Title
  
  Computer Methods and Programs in Biomedicine
  
  Volume: 214 Pages: 106584-106584
- DOI
  10.1016/j.cmpb.2021.106584
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-20K11938
[Journal Article] A functional learning health system in Japan: Experience with processes and information infrastructure toward continuous health improvement2020
- Author(s)
  Soejima Hidehisa、Matsumoto Koutarou、Nakashima Naoki、Nohara Yasunobu、Yamashita Takanori、Machida Jiro、Nakaguma Hideki
- Journal Title
  
  Learning Health Systems
  
  Volume: e10252 Issue: 4 Pages: 1-12
- DOI
  10.1002/lrh2.10252
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-20K11938
[Journal Article] Stroke Prognostic Scores and Data-Driven Prediction of Clinical Outcomes After Acute Ischemic Stroke2020
- Author(s)
  Matsumoto Koutarou、Nohara Yasunobu、Soejima Hidehisa、Yonehara Toshiro、Nakashima Naoki、Kamouchi Masahiro
- Journal Title
  
  Stroke
  
  Volume: 51 Issue: 5 Pages: 1477-1483
- DOI
  10.1161/strokeaha.119.027300
- Peer Reviewed
- Data Source
  KAKENHI-PROJECT-20K11938, KAKENHI-PROJECT-17H04143
[Presentation] レセプトデータを用いた気象要因と建造環境が熱中症による受診に与える影響の評価2024
- Author(s)
  西　巧、前田　俊樹、今任　拓也、松本　晃太郎
- Organizer
  第94回日本衛生学会学術総会
- Data Source
  KAKENHI-PROJECT-23K24586
[Presentation] Development of Machine Learning Prediction Models for Self-Extubation After Delirium Using Emergency Department Data2023
- Author(s)
  1.Koutarou Matsumoto, Yasunobu Nohara, Mikako Sakaguchi, Yohei Takayama, Takanori Yamashita, Hidehisa Soejima, Naoki Nakashima
- Organizer
  MEDINFO2023
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-22K17336
[Presentation] Development of Machine Learning Prediction Models for Self-Extubation After Delirium Using Emergency Department Data2023
- Author(s)
  Matsumoto Koutarou、Nohara Yasunobu、Sakaguchi Mikako、Takayama Yohei、Yamashita Takanori、Soejima Hidehisa、Nakashima Naoki
- Organizer
  MedInfo2023
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11938
[Presentation] 虚血性心疾患・脳血管疾患入院患者の特定健診受診・外来受療行動と医療費の関連2023
- Author(s)
  西　巧、前田　俊樹、松本　晃太郎
- Organizer
  第61回日本医療・病院管理学会学術総会
- Data Source
  KAKENHI-PROJECT-23K24586
[Presentation] Developing a Learning Health System for Delirium Using XAI2022
- Author(s)
  Koutarou Matsumoto, Yasunobu Nohara, Mikako Sakaguchi, Yohei Takayama, Hidehisa Soejima, Naoki Nakashima
- Organizer
  Asia Pacific Association for Medical Informatics 2022
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-22K17336
[Presentation] Developing a Learning Health System for Delirium using XAI2022
- Author(s)
  Koutarou Matsumoto, Yasunobu Nohara, Mikako Sakaguchi, Yohei Takayama, Hidehisa Soejima and Naoki Nakashima
- Organizer
  12th Biennial Conference of the Asia Pacific Association for Medical Informatics
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11938
[Presentation] 糖尿病未治療者における定期受診開始に与える要因と予測精度の検証2022
- Author(s)
  西　巧、前田　俊樹、松本　晃太郎
- Organizer
  第60回日本医療・病院管理学会学術総会
- Data Source
  KAKENHI-PROJECT-23K24586
[Presentation] Explanation of Machine Learning Models Using Shapley Additive Explanation and Application for Real Data in Hospital2020
- Author(s)
  Yasunobu Nohara, Koutarou Matsumoto, Hidehisa Soejima, Naoki Nakashima
- Organizer
  11th Biennial Conference of the Asia Pacific Association for Medical Informatics
- Int'l Joint Research
- Data Source
  KAKENHI-PROJECT-20K11938

1. NOHARA Yasunobu (30624829)

# of Collaborated Projects: 2 results

# of Collaborated Products: 8 results
2. 松尾龍 (60744589)

# of Collaborated Projects: 2 results

# of Collaborated Products: 2 results
3. 入江芙美 (30930747)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
4. 斉藤哲雄 (30467980)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
5. 大屋夏生 (70281095)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
6. 東嶋美佐子 (40279005)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
7. 植田友貴 (90647463)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
8. 西巧 (20760739)

# of Collaborated Projects: 1 results

# of Collaborated Products: 3 results
9. 前田俊樹 (50555555)

# of Collaborated Projects: 1 results

# of Collaborated Products: 3 results
10. 今任拓也 (20368989)

# of Collaborated Projects: 1 results

# of Collaborated Products: 1 results
11. 鴨打正浩 (80346783)

# of Collaborated Projects: 1 results

# of Collaborated Products: 2 results
12. 福田治久 (30572119)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
13. 北園孝成 (70284487)

# of Collaborated Projects: 1 results

# of Collaborated Products: 2 results
14. 矢部大介 (60378643)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
15. 堀川幸男 (10323370)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
16. 室谷健太 (10626443)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
17. 飯塚勝美 (40431712)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
18. 矢部富雄 (70356260)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
19. 高橋佳大 (60950045)

# of Collaborated Projects: 1 results

# of Collaborated Products: 0 results
20. AGO Tetsuro

# of Collaborated Projects: 0 results

# of Collaborated Products: 1 results
21. 中島直樹

# of Collaborated Projects: 0 results

# of Collaborated Products: 1 results
22. 村上隆亮

# of Collaborated Projects: 0 results

# of Collaborated Products: 1 results

Matsumoto Kotaro 松本 晃太郎

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[Book] 医療者とAIの相互連携システムの構築2022

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[Journal Article] Poststroke Clinical Outcomes in Comparison With Conventional Prognostic Scores: Multicenter, Hospital-Based Observational Study2024

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[Journal Article] Development of Machine Learning Prediction Models for Self-Extubation After Delirium Using Emergency Department Data2024

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[Journal Article] Temporal Generalizability of Machine Learning Models for Predicting Postoperative Delirium Using Electronic Health Record Data: Model Development and Validation Study2023

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[Journal Article] Non-linear association between body weight and functional outcome after acute ischemic stroke2023

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[Journal Article] Unmasked insulinoma occasioned by severe hypoglycemic coma immediately postpartum: a case report2023

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Matsumoto Kotaro 松本晃太郎