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Development of just-in-time adaptive intervention for behavioral modification based on continuous psycho-behavioral monitoring under daily life

Research Project

Project/Area Number 17H00878
Research Category

Grant-in-Aid for Scientific Research (A)

Allocation TypeSingle-year Grants
Section一般
Research Field Applied health science
Research InstitutionThe University of Tokyo

Principal Investigator

Yamamoto Yoshiharu  東京大学, 大学院教育学研究科(教育学部), 教授 (60251427)

Co-Investigator(Kenkyū-buntansha) 北島 剛司  藤田医科大学, 医学部, 教授 (40360234)
吉内 一浩  東京大学, 医学部附属病院, 准教授 (70313153)
早野 順一郎  名古屋市立大学, 医薬学総合研究院(医学), 教授 (90173054)
Project Period (FY) 2017-04-01 – 2020-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥43,030,000 (Direct Cost: ¥33,100,000、Indirect Cost: ¥9,930,000)
Fiscal Year 2019: ¥14,040,000 (Direct Cost: ¥10,800,000、Indirect Cost: ¥3,240,000)
Fiscal Year 2018: ¥13,910,000 (Direct Cost: ¥10,700,000、Indirect Cost: ¥3,210,000)
Fiscal Year 2017: ¥15,080,000 (Direct Cost: ¥11,600,000、Indirect Cost: ¥3,480,000)
Keywords身体活動 / 行動・状態推定 / 介入指導
Outline of Final Research Achievements

In this study, we newly developed (1) a research-grade wrist-worn activity/sleep monitor with Bluetooth, (2) an app which can be used for surveys which use ecological momentary assessment and (3) an integrated IoT platform which enables data collection, analysis and feedback using wearable/mobile devices in real time in daily life. Using these innovative technologies, we conducted a proof-of-concept study to evaluate the feasibility and the effectiveness of a JITAI aimed at fixing sleep pattern of working people. Over two-week study period, participants in intervention group received a text message that informed their sleep debt status every morning. Our preliminary analysis showed that intra-individual variation of the sleep state was smaller in the intervention group than in the control group. The results showed the feasibility of a JITAI in a field study and suggest the effectiveness of a JITAI in improvement of sleep hygiene of working people.

Academic Significance and Societal Importance of the Research Achievements

JITAIの成功例は、主として実時間介入技術の欠如により国内外ともにほとんど存在しなかった。本研究では専用アプリや実時間睡眠活動計測装置を新規に開発し、大規模データ収集および実時間解析・介入のためのシステムを構築するとともに、フィールドにおける実証実験でJITAIの効果について一定の成果を得た。本研究の取り組みはは、JITAI関連研究を進める上での大きなブレイクスルーとなったと考えられる。

Report

(4 results)
  • 2020 Final Research Report ( PDF )
  • 2019 Annual Research Report
  • 2018 Annual Research Report
  • 2017 Annual Research Report
  • Research Products

    (21 results)

All 2021 2020 2019 2018 2017

All Journal Article (16 results) (of which Int'l Joint Research: 9 results,  Peer Reviewed: 16 results,  Open Access: 9 results,  Acknowledgement Compliant: 1 results) Presentation (5 results) (of which Invited: 4 results)

  • [Journal Article] COVID-19 and Computer Audition: An Overview on What Speech & Sound Analysis Could Contribute in the SARS-CoV-2 Corona Crisis2021

    • Author(s)
      Schuller Bjorn W.、Schuller Dagmar M.、Qian Kun、Liu Juan、Zheng Huaiyuan、Li Xiao
    • Journal Title

      Frontiers in Digital Health

      Volume: 3 Pages: 1-1

    • DOI

      10.3389/fdgth.2021.564906

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Computer Audition for Fighting the SARS-CoV-2 Corona Crisis ? Introducing the Multi-task Speech Corpus for COVID-192021

    • Author(s)
      Qian Kun、Schmitt Maximilian、Zheng Huaiyuan、Koike Tomoya、Han Jing、Liu Juan、Ji Wei、Duan Junjun、Song Meishu、Yang Zijiang、Ren Zhao、Liu Shuo、Zhang Zixing、Yamamoto Yoshiharu、Schuller Bjorn W.
    • Journal Title

      IEEE Internet of Things Journal

      Volume: - Issue: 21 Pages: 1-1

    • DOI

      10.1109/jiot.2021.3067605

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Can Machine Learning Assist Locating the Excitation of Snore Sound? A Review2021

    • Author(s)
      Qian Kun、Janott Christoph、Schmitt Maximilian、Zhang Zixing、Heiser Clemens、Hemmert Werner、Yamamoto Yoshiharu、Schuller Bjorn W.
    • Journal Title

      IEEE Journal of Biomedical and Health Informatics

      Volume: 25 Issue: 4 Pages: 1233-1246

    • DOI

      10.1109/jbhi.2020.3012666

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Artificial Intelligence Internet of Things for the Elderly: From Assisted Living to Health-Care Monitoring.2021

    • Author(s)
      Kun Qian, Zixing Zhang, Yoshiharu Yamamoto, and Bjorn W. Schuller.
    • Journal Title

      IEEE Signal Processing Magazine

      Volume: 38

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Can Appliances Understand the Behaviour of Elderly via Machine Learning? A Feasibility Study2020

    • Author(s)
      Qian Kun、Koike Tomoya、Yoshiuchi Kazuhiro、Schuller Bjorn W.、Yamamoto Yoshiharu
    • Journal Title

      IEEE Internet of Things Journal

      Volume: - Issue: 10 Pages: 1-1

    • DOI

      10.1109/jiot.2020.3045009

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Association of Locomotor Activity During Sleep Deprivation Treatment With Response2020

    • Author(s)
      Foo Jerome Clifford、Sirignano Lea、Trautmann Nina、Kim Jinhyuk、Witt Stephanie H.、Streit Fabian、Frank Josef、Zillich Lea、Meyer-Lindenberg Andreas、Ebner-Priemer Ulrich、Schilling Claudia、Schredl Michael、Yamamoto Yoshiharu、Gilles Maria、Deuschle Michael、Rietschel Marcella
    • Journal Title

      Frontiers in Psychiatry

      Volume: 11

    • DOI

      10.3389/fpsyt.2020.00688

    • Related Report
      2019 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Early Warning Signals Observed in Psycho-Behavioral Intensive Longitudinal Data for the Onset and Pathological Phase Transition of Psychiatric Disorders and Their Applicability to Very Early Intervention2019

    • Author(s)
      志村 広子、中村 亨、山口 郁博、山本 義春
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 58 Issue: 2 Pages: 102-108

    • DOI

      10.11499/sicejl.58.102

    • NAID

      130007604815

    • ISSN
      0453-4662, 1883-8170
    • Year and Date
      2019-02-10
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Healthcare IoT Sensing Toward Prediction and Control of Health Risks2019

    • Author(s)
      中村 亨、山本 義春
    • Journal Title

      Journal of The Society of Instrument and Control Engineers

      Volume: 58 Issue: 2 Pages: 82-83

    • DOI

      10.11499/sicejl.58.82

    • NAID

      130007604997

    • ISSN
      0453-4662, 1883-8170
    • Year and Date
      2019-02-10
    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Negatively skewed locomotor activity is related to autistic traits and behavioral problems in typically developing children and those with autism spectrum disorders2018

    • Author(s)
      K. Ogino, H. Takahashi, T. Nakamura, J. Kim, H. Kikuchi, T. Nakahachi, K. Ebishima, K. Yoshiuchi, T. Ando, T. Sumiyoshi, A. Stickley, Y. Yamamoto, Y. Kamio
    • Journal Title

      Front. Hum. Neurosci.

      Volume: 12 Pages: 518-518

    • DOI

      10.3389/fnhum.2018.00518

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Acoustic hyper-reactivity and negatively skewed locomotor activity in children with autism spectrum disorders: an exploratory study2018

    • Author(s)
      H. Takahashi, T. Nakamura, J. Kim, H. Kikuchi, T. Nakahachi, M. Ishitobi, K. Yoshiuchi, T. Ando, A. Stickley, Y. Yamamoto, Y. Kamio
    • Journal Title

      Front. Psychiatry

      Volume: 9 Pages: 355-355

    • DOI

      10.3389/fpsyt.2018.00355

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Application of Empirical Mode Decomposition to Mother and Infant Physical Activity2018

    • Author(s)
      Shimizu Etsuko、Kim Jinhyuk、Yoshiuchi Kazuhiro、Yamamoto Yoshiharu、Nakamura Toru
    • Journal Title

      Methods of Information in Medicine

      Volume: 57 Issue: 03 Pages: 152-157

    • DOI

      10.3414/me18-02-0001

    • Related Report
      2018 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Dynamical state transitions into addictive behaviour and their early-warning signals2017

    • Author(s)
      Foo Jerome Clifford、Noori Hamid Reza、Yamaguchi Ikuhiro、Vengeliene Valentina、Cosa-Linan Alejandro、Nakamura Toru、Morita Kenji、Spanagel Rainer、Yamamoto Yoshiharu
    • Journal Title

      Proceedings of the Royal Society B: Biological Sciences

      Volume: 284 Issue: 1860 Pages: 20170882-20170882

    • DOI

      10.1098/rspb.2017.0882

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Sodium balance, circadian BP rhythm, heart rate variability, and intrarenal renin-angiotensin-aldosterone and dopaminergic systems in acute phase of ARB therapy2017

    • Author(s)
      Isobe-Sasaki Yukako、Fukuda Michio、Ogiyama Yoshiaki、Sato Ryo、Miura Toshiyuki、Fuwa Daisuke、Mizuno Masashi、Matsuoka Tetsuhei、Shibata Hiroko、Ito Hiroyuki、Ono Minamo、Abe-Dohmae Sumiko、Kiyono Ken、Yamamoto Yoshiharu、Kobori Hiroyuki、Michikawa Makoto、Hayano Junichiro、Ohte Nobuyuki
    • Journal Title

      Physiological Reports

      Volume: 5 Issue: 11 Pages: e13309-e13309

    • DOI

      10.14814/phy2.13309

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effect of Noisy Galvanic Vestibular Stimulation on Ocular Vestibular-Evoked Myogenic Potentials to Bone-Conducted Vibration2017

    • Author(s)
      Iwasaki S, Karino S, Kamogashira T, Togo F, Fujimoto C, Yamamoto Y, Yamasoba T
    • Journal Title

      Front Neurol

      Volume: 8 Pages: 26-26

    • DOI

      10.3389/fneur.2017.00026

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Rank among Peers during Game Competition Affects the Tendency to Make Risky Choices in Adolescent Males2017

    • Author(s)
      Jerome C. Foo, Kohei Nagase, Sawako Naramura-Ohno, Kazuhiro Yoshiuchi, Yoshiharu Yamamoto and Kenji Morita
    • Journal Title

      Frontiers in Psychology

      Volume: 8 Pages: 16-16

    • DOI

      10.3389/fpsyg.2017.00016

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed / Open Access / Acknowledgement Compliant
  • [Journal Article] 勤労者の日常生活下における行動、心理、生理、環境情報の統合連続 モニタリングと大規模データベースの利活用.2017

    • Author(s)
      志村広子, 中村 亨, 金 鎭赫, 菊地裕絵, 吉内一浩, 山本義春.
    • Journal Title

      ヒューマンインターフェース学会論文誌

      Volume: 19 Pages: 163-174

    • NAID

      130007528555

    • Related Report
      2017 Annual Research Report
    • Peer Reviewed
  • [Presentation] IoTが拓くヘルスケアの近未来~慢性疼痛管理の可能性~2018

    • Author(s)
      山本義春
    • Organizer
      第11回日本運動器疼痛学会・特別講演
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] IoTが拓くヘルスケアの近未来~ヘルスケアIoTコンソーシアムの挑戦~2018

    • Author(s)
      山本義春
    • Organizer
      第26回日本産業ストレス学会・シンポジウム 「産業ストレス分野におけるIoTの活用」
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] 健康関連情報の流通促進・ビッグデータ化のためのIoTオープンプラットフォームの構築2018

    • Author(s)
      中村亨
    • Organizer
      第26回日本産業ストレス学会・シンポジウム 「産業ストレス分野におけるIoTの活用」
    • Related Report
      2018 Annual Research Report
    • Invited
  • [Presentation] ヘルスケア情報のビッグデータ化とその利活用への取り組み2018

    • Author(s)
      中村亨
    • Organizer
      計測自動制御学会ライフエンジニアリング部門シンポジウム2018
    • Related Report
      2018 Annual Research Report
  • [Presentation] 日常生活下における身体活動と心身の健康2018

    • Author(s)
      中村亨
    • Organizer
      第2回スポーツニューロサイエンス研究会
    • Related Report
      2018 Annual Research Report
    • Invited

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Published: 2017-04-28   Modified: 2022-01-27  

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