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Making algorithms of prediction and intervention for physical activity patterns using a machine learning approach

Research Project

Project/Area Number 20K19671
Research Category

Grant-in-Aid for Early-Career Scientists

Allocation TypeMulti-year Fund
Review Section Basic Section 59040:Nutrition science and health science-related
Research InstitutionKitasato University (2021-2022)
The University of Tokyo (2020)

Principal Investigator

Watanabe Kazuhiro  北里大学, 医学部, 講師 (60822682)

Project Period (FY) 2020-04-01 – 2023-03-31
Project Status Completed (Fiscal Year 2022)
Budget Amount *help
¥3,900,000 (Direct Cost: ¥3,000,000、Indirect Cost: ¥900,000)
Fiscal Year 2022: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2021: ¥910,000 (Direct Cost: ¥700,000、Indirect Cost: ¥210,000)
Fiscal Year 2020: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Keywords身体活動 / 座位行動 / 労働者 / 機械学習 / 深層学習 / モバイルヘルス / メンタルヘルス
Outline of Research at the Start

労働者の身体活動の促進は、将来の健康寿命の延伸に寄与する重要な課題である。身体活動を促進するための介入として、スマートフォンアプリ等を利用したモバイルヘルス介入が有効であることが知られており、端末に記録された膨大かつ複雑な身体活動データから機械学習等の技術を用いて身体活動パターンを予測する試みも報告されている。本研究では機械学習等の技術を活用して、労働者における身体活動パターンの予測を行うことを目的とする。

Outline of Final Research Achievements

As a result of this study, a total of 3.5 years (1661 days) of supervised data were collected from workers, which consisted of a set of physical activity patterns and depression/anxiety for the next day. The accuracy for the classification of the deep learning model trained using these training data that could correctly classify the level of depression and anxiety of workers on the following day was 76.3±0.04%. This model was used in a smartphone application for monitoring physical activity and mental health among workers. Currently, the effectiveness of the app and its implementation feasibility is being tested in a clinical trial.

Academic Significance and Societal Importance of the Research Achievements

本研究は、労働者の日常レベルの抑うつ・不安の変動を、身体活動パターン、基本属性、および就業状況から高い精度で予測したことを示す初めての研究であり、また深層学習の技術を用いた産業保健の研究であることからも、学術的意義は高いと言える。さらに、開発された深層学習モデルは、スマートフォンがあればだれでも利用できるスマートフォンアプリケーションの形で社会実装されており、労働者の多くがアクセスできる。アプリケーションの実装可能性、およびアプリケーションを使用した場合の身体活動の促進やメンタルヘルスの改善に対する効果は今後検証する必要があるが、社会的にも意義のある研究である。

Report

(4 results)
  • 2022 Annual Research Report   Final Research Report ( PDF )
  • 2021 Research-status Report
  • 2020 Research-status Report
  • Research Products

    (59 results)

All 2023 2022 2021 2020 Other

All Journal Article (44 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 42 results,  Open Access: 34 results) Presentation (11 results) (of which Invited: 5 results) Book (2 results) Remarks (2 results)

  • [Journal Article] Adverse childhood experiences and personal values in adolescence: A cross‐sectional study using community adult samples in Japan2023

    • Author(s)
      Obikane Erika、Watanabe Kazuhiro、Nishi Daisuke、Kawakami Norito
    • Journal Title

      Pediatrics International

      Volume: 65 Issue: 1

    • DOI

      10.1111/ped.15370

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] A proposed definition of participatory organizational interventions2023

    • Author(s)
      Sakuraya Asuka、Iida Mako、Imamura Kotaro、Ando Emiko、Arima Hideaki、Asaoka Hiroki、Eguchi Hisashi、Hidaka Yui、Hino Ayako、Inoue Akiomi、Inoue Reiko、Iwanaga Mai、Kobayashi Yuka、Komase Yu、Otsuka Yasumasa、Sasaki Natsu、Shimazu Akihito、Tsuno Kanami、Watanabe Kazuhiro、Kawakami Norito、Tsutsumi Akizumi
    • Journal Title

      Journal of Occupational Health

      Volume: 65 Issue: 1 Pages: n/a

    • DOI

      10.1002/1348-9585.12386

    • ISSN
      1341-9145, 1348-9585
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Usage of the Brief Job Stress Questionnaire: A Systematic Review of a Comprehensive Job Stress Questionnaire in Japan from 2003 to 20212023

    • Author(s)
      Watanabe Kazuhiro、Imamura Kotaro、Eguchi Hisashi、Hidaka Yui、Komase Yu、Sakuraya Asuka、Inoue Akiomi、Kobayashi Yuka、Sasaki Natsu、Tsuno Kanami、Ando Emiko、Arima Hideaki、Asaoka Hiroki、Hino Ayako、Iida Mako、Iwanaga Mai、Inoue Reiko、Otsuka Yasumasa、Shimazu Akihito、Kawakami Norito、Tsutsumi Akizumi
    • Journal Title

      International Journal of Environmental Research and Public Health

      Volume: 20 Issue: 3 Pages: 1814-1814

    • DOI

      10.3390/ijerph20031814

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Workers’ perceptions of mHealth services for physical activity and mental health: A qualitative study using a text-mining method2023

    • Author(s)
      Watanabe Kazuhiro、Tsutsumi Akizumi
    • Journal Title

      Environmental and Occupational Health Practice

      Volume: 5 Issue: 1 Pages: n/a

    • DOI

      10.1539/eohp.2022-0022-OA

    • ISSN
      2434-4931
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] オンライン授業におけるカウンセリング動画活用型コミュニケーション演習の実施可能性および有用性2022

    • Author(s)
      市倉加奈子, 守屋利佳, 千葉宏毅, 井上彰臣, 渡辺和広, 荒井有美, 島津明人, 深瀬裕子, 村瀬華子, 田ヶ谷浩邦, 堤明純
    • Journal Title

      日本ヘルスコミュニケーション学会誌

      Volume: 13 Pages: 52-61

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Suggestions for new organizational-level item pools for the national Stress Check Program from management philosophy and mission statement: A qualitative study using unsupervised learning2022

    • Author(s)
      Watanabe Kazuhiro、Inoue Akiomi、Eguchi Hisashi、Iwata Noboru、Odagiri Yuko、Tsutsumi Akizumi
    • Journal Title

      Journal of Occupational Health

      Volume: 64 Issue: 1 Pages: n/a

    • DOI

      10.1002/1348-9585.12335

    • ISSN
      1341-9145, 1348-9585
    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Workplace Social Support and Reduced Psychological Distress: A 1-Year Occupational Cohort Study.2022

    • Author(s)
      Reiko Inoue, Hiroyuki Hikichi, Akiomi Inoue, Yuko Kachi, Hisashi Eguchi, Kazuhiro Watanabe, Yumi Arai, Noboru Iwata, Akizumi Tsutsumi
    • Journal Title

      Journal of Occupational and Environmental Medicine

      Volume: 64

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed
  • [Journal Article] The preventive effect of internet-based cognitive behavioral therapy for prevention of depression during pregnancy and in the postpartum period (iPDP): a large scale randomized controlled trial.2022

    • Author(s)
      Nishi D, Imamura K, Watanabe K, Obikane E, Sasaki N, Yasuma N, Sekiya Y, Matsuyama Y, Kawakami N.
    • Journal Title

      Psychiatry Clin Neurosci

      Volume: 76 Issue: 11 Pages: 570-578

    • DOI

      10.1111/pcn.13458

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] The impact of workplace psychosocial factors on menstrual disorders and infertility: a protocol for a systematic review and meta-analysis2022

    • Author(s)
      Sasaki Natsu、Imamura Kotaro、Watanabe Kazuhiro、Hidaka Yui、Ando Emiko、Eguchi Hisashi、Inoue Akiomi、Tsuno Kanami、Komase Yu、Iida Mako、Otsuka Yasumasa、Sakuraya Asuka、Asai Yumi、Iwanaga Mai、Kobayashi Yuka、Inoue Reiko、Shimazu Akihito、Tsutsumi Akizumi、Kawakami Norito
    • Journal Title

      Systematic Reviews

      Volume: 11 Issue: 1 Pages: 195-195

    • DOI

      10.1186/s13643-022-02066-4

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Adolescent cannabis use and the later onset of bipolar disorder: protocol for a systematic review and meta‐analysis of prospective cohort studies2022

    • Author(s)
      Yasuma Naonori、Imamura Kotaro、Watanabe Kazuhiro、Iida Mako、Takano Ayumi
    • Journal Title

      Neuropsychopharmacology Reports

      Volume: 42 Issue: 4 Pages: 538-542

    • DOI

      10.1002/npr2.12296

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Association of Personal Values in Adolescence with Subjective Health Status, Meaning in Life, and Life Satisfaction in Adulthood: A Cross‐sectional Study with Retrospective Recall2022

    • Author(s)
      Iida Mako、Watanabe Kazuhiro、Yeo Seon Ae、Yasuma Naonori、Nishi Daisuke、Kawakami Norito
    • Journal Title

      Japanese Psychological Research

      Volume: 2022 Issue: 1 Pages: 117-125

    • DOI

      10.1111/jpr.12444

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] The Passive Monitoring of Depression and Anxiety Among Workers Using Digital Biomarkers Based on Their Physical Activity and Working Conditions: 2-Week Longitudinal Study2022

    • Author(s)
      Watanabe Kazuhiro、Tsutsumi Akizumi
    • Journal Title

      JMIR Formative Research

      Volume: 6 Issue: 11 Pages: e40339-e40339

    • DOI

      10.2196/40339

    • Related Report
      2022 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] ウィズコロナにおけるメンタルヘルスのセルフケア:ICTを活用した身体活動促進2022

    • Author(s)
      渡辺和広
    • Journal Title

      産業医学ジャーナル

      Volume: 45 Pages: 27-29

    • Related Report
      2022 Annual Research Report
  • [Journal Article] メンタルヘルスケアー課題解決のために2022

    • Author(s)
      島津美由紀, 渡辺和広, 金森悟, 梶木繁之
    • Journal Title

      産業医学ジャーナル

      Volume: 45 Pages: 70-77

    • Related Report
      2022 Annual Research Report
  • [Journal Article] Expected research in the workplace among Japanese female workers: A cross-sectional online survey based on the framework of patient and public involvement2021

    • Author(s)
      Sasaki Natsu、Tsuno Kanami、Hidaka Yui、Ando Emiko、Asai Yumi、Sakuraya Asuka、Hino Ayako、Inoue Reiko、Imamura Kotaro、Watanabe Kazuhiro、Tsutsumi Akizumi、Kawakami Norito
    • Journal Title

      SANGYO EISEIGAKU ZASSHI

      Volume: 63 Issue: 6 Pages: 275-290

    • DOI

      10.1539/sangyoeisei.2020-002-B

    • NAID

      130008120190

    • ISSN
      1341-0725, 1349-533X
    • Year and Date
      2021-11-20
    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Association between working overtime and psychological stress reactions in elementary and junior high school teachers in Japan: a large-scale cross-sectional study2021

    • Author(s)
      FURIHATA Rika、KUWABARA Miki、OBA Koji、WATANABE Kazuhiro、TAKANO Nao、NAGAMINE Noritoshi、MARUYAMA Yoko、ITO Nobuhiro、WATANABE Izumi、TSUBONO Kenjiro、IKEDA Chikako、SAKAMOTO Junichi
    • Journal Title

      Industrial Health

      Volume: 60 Issue: 2 Pages: 133-145

    • DOI

      10.2486/indhealth.2021-0069

    • NAID

      130008103236

    • ISSN
      0019-8366, 1880-8026
    • Year and Date
      2021-10-12
    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] リーダーシップの理論と産業保健専門職のリーダーシップへの応用 文献レビュー2021

    • Author(s)
      小林 由佳, 井上 彰臣, 津野 香奈美, 櫻谷 あすか, 大塚 泰正, 江口 尚, 渡辺 和広
    • Journal Title

      産業医学レビュー

      Volume: 33 Pages: 225-250

    • NAID

      130007965485

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Association between energy drink consumption and substance use in adolescence: A systematic review of prospective cohort studies2021

    • Author(s)
      Yasuma Naonori、Imamura Kotaro、Watanabe Kazuhiro、Nishi Daisuke、Kawakami Norito、Takano Ayumi
    • Journal Title

      Drug and Alcohol Dependence

      Volume: 219 Pages: 108470-108470

    • DOI

      10.1016/j.drugalcdep.2020.108470

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effects of Smartphone-Based Stress Management on Improving Work Engagement Among Nurses in Vietnam: Secondary Analysis of a Three-Arm Randomized Controlled Trial2021

    • Author(s)
      Sasaki Natsu、Imamura Kotaro、Tran Thuy Thi Thu、Nguyen Huong Thanh、Kuribayashi Kazuto、Sakuraya Asuka、Bui Thu Minh、Nguyen Quynh Thuy、Nguyen Nga Thi、Nguyen Giang Thi Huong、Zhang Melvyn Weibin、Minas Harry、Sekiya Yuki、Watanabe Kazuhiro、Tsutsumi Akizumi、Shimazu Akihito、Kawakami Norito
    • Journal Title

      Journal of Medical Internet Research

      Volume: 23 Issue: 2 Pages: e20445-e20445

    • DOI

      10.2196/20445

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Internet-based acceptance and commitment therapy programme ‘Happiness Mom’ for well-being: a protocol for a randomised controlled trial2021

    • Author(s)
      Sasaki Natsu、Imamura Kotaro、Nishi Daisuke、Watanabe Kazuhiro、Sekiya Yuki、Tsuno Kanami、Kobayashi Yuka、Kawakami Norito
    • Journal Title

      BMJ Open

      Volume: 11 Issue: 2 Pages: e042167-e042167

    • DOI

      10.1136/bmjopen-2020-042167

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Development and validation of the Japanese version of the team job crafting scale for nurses2021

    • Author(s)
      Iida Mako、Watanabe Kazuhiro、Imamura Kotaro、Sakuraya Asuka、Asaoka Hiroki、Sato Nana、Nozawa Kyosuke、Kawakami Norito
    • Journal Title

      Research in Nursing & Health

      Volume: 44 Issue: 2 Pages: 329-343

    • DOI

      10.1002/nur.22110

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Associations between work-related stressors and QALY in a general working population in Japan: a cross-sectional study2021

    • Author(s)
      Hidaka Y, Imamura K, Watanabe K, Tsutsumi A, Shimazu A, Inoue A, Hiro H, Odagiri Y, Asai Y, Yoshikawa T, Yoshikawa E, Kawakami N
    • Journal Title

      International Archives of Occupational and Environmental Health

      Volume: 94(6) Issue: 6 Pages: 1375-1383

    • DOI

      10.1007/s00420-021-01710-1

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Associations Between Personal Values and Work Engagement2021

    • Author(s)
      Sato Nana、Watanabe Kazuhiro、Nishi Daisuke、Kawakami Norito
    • Journal Title

      Journal of Occupational and Environmental Medicine

      Volume: 63 Issue: 6 Pages: e335-e340

    • DOI

      10.1097/jom.0000000000002209

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Adolescent Work Values and Drug Use in Adulthood: A Longitudinal Prospective Cohort Study2021

    • Author(s)
      Takano Ayumi、Fukasawa Maiko、Watanabe Kazuhiro、Nishi Daisuke、Kawakami Norito
    • Journal Title

      Substance Use & Misuse

      Volume: 56 Issue: 10 Pages: 1483-1492

    • DOI

      10.1080/10826084.2021.1936055

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] The Effect of Perceived Gratitude From Others on Work Engagement2021

    • Author(s)
      Komase Yu、Watanabe Kazuhiro、Sasaki Natsu、Kawakami Norito
    • Journal Title

      Journal of Occupational & Environmental Medicine

      Volume: 63 Issue: 9 Pages: e592-e595

    • DOI

      10.1097/jom.0000000000002294

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] Association between Urban Upbringing and Compulsive Internet Use in Japan: A Cross-Sectional, Multilevel Study with Retrospective Recall2021

    • Author(s)
      Yasuma Naonori、Nishi Daisuke、Watanabe Kazuhiro、Ishikawa Hanako、Tachimori Hisateru、Takeshima Tadashi、Umeda Maki、Kawakami Norito
    • Journal Title

      International Journal of Environmental Research and Public Health

      Volume: 18 Issue: 18 Pages: 9890-9890

    • DOI

      10.3390/ijerph18189890

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effectiveness of an Internet-Based Machine-Guided Stress Management Program Based on Cognitive Behavioral Therapy for Improving Depression Among Workers: Protocol for a Randomized Controlled Trial2021

    • Author(s)
      Kawakami Norito、Imamura Kotaro、Watanabe Kazuhiro、Sekiya Yuki、Sasaki Natsu、Sato Nana、SMART-CBT Project Team
    • Journal Title

      JMIR Research Protocols

      Volume: 10 Issue: 9 Pages: e30305-e30305

    • DOI

      10.2196/30305

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effect of smartphone-based stress management programs on depression and anxiety of hospital nurses in Vietnam: a three-arm randomized controlled trial2021

    • Author(s)
      Imamura K、Tran TTT、Nguyen HT、Sasaki N、Kuribayashi K、Sakuraya A、Bui TM、Nguyen AQ、Nguyen QT、Nguyen NT、NguyenKT、Nguyen GTH、Tran XTN、Truong TQ、ZhangMW、Minas H、Sekiya Y、Watanabe K、Tsutsumi A、Kawakami N
    • Journal Title

      Scientific Reports

      Volume: 11 Issue: 1 Pages: 11353-11353

    • DOI

      10.1038/s41598-021-90320-5

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Association between sitting time at work and the onset of major depressive episode: a 1-year prospective cohort study using the Bayesian regression2021

    • Author(s)
      Watanabe Kazuhiro、Kawakami Norito
    • Journal Title

      BMC Public Health

      Volume: 21 Issue: 1 Pages: 1960-1960

    • DOI

      10.1186/s12889-021-12059-y

    • Related Report
      2021 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] 渡辺和広2021

    • Author(s)
      身体活動・運動を促進する職場環境
    • Journal Title

      産業ストレス研究

      Volume: 28 Pages: 249-253

    • Related Report
      2021 Research-status Report
    • Peer Reviewed
  • [Journal Article] The association between shift work and possible obstructive sleep apnea: a systematic review and meta-analysis2021

    • Author(s)
      Yang Chen-Cheng、Lee Kuo-Wei、Watanabe Kazuhiro、Kawakami Norito
    • Journal Title

      International Archives of Occupational and Environmental Health

      Volume: Mar 7 Issue: 8 Pages: 1763-1772

    • DOI

      10.1007/s00420-021-01675-1

    • Related Report
      2020 Research-status Report
    • Peer Reviewed
  • [Journal Article] Measuring eudemonic well-being at work: a validation study for the 24-item the University of Tokyo Occupational Mental Health (TOMH) well-being scale among Japanese workers2020

    • Author(s)
      WATANABE Kazuhiro、IMAMURA Kotaro、INOUE Akiomi、OTSUKA Yasumasa、SHIMAZU Akihito、EGUCHI Hisashi、ADACHI Hidehiko、SAKURAYA Asuka、KOBAYASHI Yuka、ARIMA Hideaki、KAWAKAMI Norito
    • Journal Title

      Industrial Health

      Volume: 58 Issue: 2 Pages: 107-131

    • DOI

      10.2486/indhealth.2019-0074

    • NAID

      130007827168

    • ISSN
      0019-8366, 1880-8026
    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Effects of brief family psychoeducation for caregivers of people with schizophrenia in Japan provided by visiting nurses: protocol for a cluster randomised controlled trial2020

    • Author(s)
      Yasuma Naonori、Sato Sayaka、Yamaguchi Sosei、Matsunaga Asami、Shiozawa Takuma、Tachimori Hisateru、Watanabe Kazuhiro、Imamura Kotaro、Nishi Daisuke、Fujii Chiyo、Kawakami Norito
    • Journal Title

      BMJ Open

      Volume: 10 Issue: 4 Pages: e034425-e034425

    • DOI

      10.1136/bmjopen-2019-034425

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] The association between unit-level workplace social capital and intention to leave among employees in health care settings2020

    • Author(s)
      Iida M, Watanabe K, Ando E, Tsuno K, Inoue A, Kurioka S, Kawakami N
    • Journal Title

      Journal of Occupational and Environmental Medicine

      Volume: - Issue: 5 Pages: 1-1

    • DOI

      10.1097/jom.0000000000001847

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Internal consistency reliability, construct validity, and item response characteristics of the Kessler 6 scale among hospital nurses in Vietnam2020

    • Author(s)
      Kawakami Norito、Thi Thu Tran Thuy、Watanabe Kazuhiro、Imamura Kotaro、Thanh Nguyen Huong、Sasaki Natsu、Kuribayashi Kazuto、Sakuraya Asuka、Thuy Nguyen Quynh、Thi Nguyen Nga、Minh Bui Thu、Thi Huong Nguyen Giang、Minas Harry、Tsutsumi Akizumi
    • Journal Title

      PLOS ONE

      Volume: 15 Issue: 5 Pages: e0233119-e0233119

    • DOI

      10.1371/journal.pone.0233119

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Antenatal psychological intervention for universal prevention of antenatal and postnatal depression: A systematic review and meta-analysis2020

    • Author(s)
      Yasuma Naonori、Narita Zui、Sasaki Natsu、Obikane Erika、Sekiya Junpei、Inagawa Takuma、Nakajima Aiichiro、Yamada Yuji、Yamazaki Ryuichi、Matsunaga Asami、Saito Tomomi、Watanabe Kazuhiro、Imamura Kotaro、Kawakami Norito、Nishi Daisuke
    • Journal Title

      Journal of Affective Disorders

      Volume: 273 Pages: 231-239

    • DOI

      10.1016/j.jad.2020.04.063

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Internet-based cognitive?behavioural therapy for prevention of depression during pregnancy and in the post partum (iPDP): a protocol for a large-scale randomised controlled trial2020

    • Author(s)
      Nishi Daisuke、Imamura Kotaro、Watanabe Kazuhiro、Obikane Erika、Sasaki Natsu、Yasuma Naonori、Sekiya Yuki、Matsuyama Yutaka、Kawakami Norito
    • Journal Title

      BMJ Open

      Volume: 10 Issue: 5 Pages: e036482-e036482

    • DOI

      10.1136/bmjopen-2019-036482

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Personal values in adolescence and sense of coherence in adulthood: A cross‐sectional study based on a retrospective recall2020

    • Author(s)
      Yasuma Naonori、Watanabe Kazuhiro、Nishi Daisuke、Kawakami Norito
    • Journal Title

      Neuropsychopharmacology Reports

      Volume: 40 Issue: 3 Pages: 262-267

    • DOI

      10.1002/npr2.12111

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Personal values in adolescence and their associations with metabolic biomarkers in adulthood: a Japanese population-based study2020

    • Author(s)
      Sasaki Natsu、Watanabe Kazuhiro、Kawakami Norito
    • Journal Title

      BioPsychoSocial Medicine

      Volume: 14 Issue: 1 Pages: 26-26

    • DOI

      10.1186/s13030-020-00197-5

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Japanese version of the 42-item psychological well-being scale (PWBS-42): a validation study2020

    • Author(s)
      Sasaki Natsu、Watanabe Kazuhiro、Imamura Kotaro、Nishi Daisuke、Karasawa Mayumi、Kan Chiemi、Ryff Carol Diane、Kawakami Norito
    • Journal Title

      BMC Psychology

      Volume: 8 Issue: 1 Pages: 75-75

    • DOI

      10.1186/s40359-020-00441-1

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Longitudinal association between adolescent work values and mental health and well-being in adulthood: a 23-year prospective cohort study2020

    • Author(s)
      Fukasawa Maiko、Watanabe Kazuhiro、Nishi Daisuke、Kawakami Norito
    • Journal Title

      Scientific Reports

      Volume: 10 Issue: 1 Pages: 13547-13547

    • DOI

      10.1038/s41598-020-70507-y

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Time preference and personal value: A population-based cross-sectional study in Japan2020

    • Author(s)
      Kawakami Norito、Watanabe Kazuhiro、Nishi Daisuke、Takagi Daisuke、Hashimoto Hideki、Tanaka Saori C.
    • Journal Title

      BMC Psychology

      Volume: 8 Issue: 1 Pages: 85-85

    • DOI

      10.1186/s40359-020-00458-6

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] What Kind of Intervention Is Effective for Improving Subjective Well-Being Among Workers? A Systematic Review and Meta-Analysis of Randomized Controlled Trials2020

    • Author(s)
      Sakuraya Asuka、Imamura Kotaro、Watanabe Kazuhiro、Asai Yumi、Ando Emiko、Eguchi Hisashi、Nishida Norimitsu、Kobayashi Yuka、Arima Hideaki、Iwanaga Mai、Otsuka Yasumasa、Sasaki Natsu、Inoue Akiomi、Inoue Reiko、Tsuno Kanami、Hino Ayako、Shimazu Akihito、Tsutsumi Akizumi、Kawakami Norito
    • Journal Title

      Frontiers in Psychology

      Volume: 11 Pages: 528656-528656

    • DOI

      10.3389/fpsyg.2020.528656

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Association between personal values in adolescence and impaired bonding relationship with children2020

    • Author(s)
      Obikane Erika、Watanabe Kazuhiro、Nishi Daisuke、Kawakami Norito
    • Journal Title

      BMC Psychology

      Volume: 8 Issue: 1 Pages: 98-98

    • DOI

      10.1186/s40359-020-00463-9

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] 身体活動を用いた労働者の抑うつ・不安の予防に役立つ深層学習モデルの評価2022

    • Author(s)
      渡辺和広
    • Organizer
      第81回日本公衆衛生学会総会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 健康心理学研究に活かす欠損値処理とマルチレベル分析2022

    • Author(s)
      渡辺和広
    • Organizer
      日本健康心理学会 第35回大会
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] 産業ストレス学会研究法講座「無料で使える統計ソフトRを使ってみよう」2022

    • Author(s)
      渡辺和広
    • Organizer
      第30回 日本産業ストレス学会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 身体活動と就業状況を用いた労働者の抑うつ・不安の受動的モニタリング:2週間の縦断研究2022

    • Author(s)
      渡辺和広
    • Organizer
      第4回 産業保健AI研究会研究集会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 身体活動とメンタルヘルスに関するモバイルヘルスサービスに対する労働者の認識:質的研究2022

    • Author(s)
      渡辺和広, 堤明純
    • Organizer
      第29回 日本行動医学会学術総会
    • Related Report
      2022 Annual Research Report
  • [Presentation] 機械学習の行動科学領域における適用例とPythonを用いたデータ解析実践2022

    • Author(s)
      渡辺和広
    • Organizer
      第29回 日本行動医学会学術総会
    • Related Report
      2022 Annual Research Report
    • Invited
  • [Presentation] ポストコロナを見据えたセルフマネジメント「身体活動」2022

    • Author(s)
      渡辺和広
    • Organizer
      第29回 日本産業ストレス学会
    • Related Report
      2021 Research-status Report
  • [Presentation] コロナ禍における労働者の 身体活動の変化とメンタルヘルス2021

    • Author(s)
      渡辺和広
    • Organizer
      第95回 日本心理学会
    • Related Report
      2021 Research-status Report
  • [Presentation] 日頃扱う社内データから現場に役立つリサーチクエスチョンを考えよう2021

    • Author(s)
      渡辺和広, 金森悟, 可知悠子, 深井航太
    • Organizer
      第31回 日本産業衛生学会全国協議会
    • Related Report
      2021 Research-status Report
    • Invited
  • [Presentation] 職場における身体活動とメンタルヘルス2020

    • Author(s)
      渡辺和広
    • Organizer
      第28回日本産業ストレス学会
    • Related Report
      2020 Research-status Report
    • Invited
  • [Presentation] 集団分析結果に基づく職場環境改善の促進を目的とした新しい調査項目の提案-テキストマイニング/ステークホルダー会議の結果から-2020

    • Author(s)
      渡辺和広、小田切優子
    • Organizer
      第28回日本産業ストレス学会
    • Related Report
      2020 Research-status Report
    • Invited
  • [Book] 産業保健スタッフのための実践!「誰でもリーダーシップ」2022

    • Author(s)
      川上 憲人、小林 由佳、難波 克行、関屋 裕希、原 雄二郎、今村 幸太郎、荒川 裕貴、東京大学職場のメンタルヘルス研究会
    • Total Pages
      154
    • Publisher
      誠信書房
    • ISBN
      9784414416862
    • Related Report
      2022 Annual Research Report
  • [Book] 職場のメンタルヘルス不調2021

    • Author(s)
      川上 憲人、難波 克行、小林 由佳、東京大学職場のメンタルヘルス研究会
    • Total Pages
      220
    • Publisher
      誠信書房
    • ISBN
      4414802121
    • Related Report
      2021 Research-status Report
  • [Remarks] researchmap

    • URL

      https://researchmap.jp/kzwatanabe

    • Related Report
      2021 Research-status Report
  • [Remarks] 北里大学医学部公衆衛生学

    • URL

      https://www.med.kitasato-u.ac.jp/lab/publichealth/performance.html

    • Related Report
      2021 Research-status Report

URL: 

Published: 2020-04-28   Modified: 2024-01-30  

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