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Behavioral Big Data Analysis Reveals a Pivotal Role of ICU Staff in Promoting Inter- and Intra-Staff Communication.

Research Project

Project/Area Number 18K08916
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 55060:Emergency medicine-related
Research InstitutionMie University

Principal Investigator

Imai Hiroshi  三重大学, 医学部附属病院, 教授 (00184804)

Co-Investigator(Kenkyū-buntansha) 川本 英嗣  三重大学, 医学部附属病院, 講師 (20577415)
島岡 要  三重大学, 医学系研究科, 教授 (40281133)
Project Period (FY) 2018-04-01 – 2022-03-31
Project Status Completed (Fiscal Year 2021)
Budget Amount *help
¥4,420,000 (Direct Cost: ¥3,400,000、Indirect Cost: ¥1,020,000)
Fiscal Year 2020: ¥390,000 (Direct Cost: ¥300,000、Indirect Cost: ¥90,000)
Fiscal Year 2019: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2018: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywordswearable sensor / SOFA score / APACHE II score / ウェアラブルセンサー / SOFA / APACHEII / social network analysis / Critical care / SOFAスコア / 医療の質 / 医療従事者間コミュニケーション / 医療者間コミュニケーション / 行動科学ビッグデータ / APACHE II スコア / ICU / face to face interaction / コミュニケーションネットワークチャート / コミュニケーション可視化 / 患者重症度 / コミュニケーションハブ / 看護師 / 医療者コミュニケーション可視化システム / コミュニケーション・マップ / コミュニケーション・ネットワークチャート
Outline of Final Research Achievements

The present study sought to determine how the relationship between patient severity and length of interaction in the ICU can vary. 76 ICU staff members participated over a 4-week period, with each staff member working an average of 160 hours. 117 patients stayed in the ICU on Day 1, when the length of interaction and the SOFA score During the observation period from Day 1 to Day 10, the number of patients who stayed in the ICU gradually decreased due to discharge or death.

Academic Significance and Societal Importance of the Research Achievements

患者の重症度は、ICU初日と7/8日目の時間的な関連において、ICU医療従事者間の相互作用に影響を与える重要な役割を果たす可能性が示唆された。医療従事者のコミュニケーションや職場環境の改善が患者重症度に影響を与える可能性がある。

Report

(5 results)
  • 2021 Annual Research Report   Final Research Report ( PDF )
  • 2020 Research-status Report
  • 2019 Research-status Report
  • 2018 Research-status Report
  • Research Products

    (20 results)

All 2021 2020 2019 2018

All Journal Article (18 results) (of which Int'l Joint Research: 4 results,  Peer Reviewed: 18 results,  Open Access: 17 results) Presentation (2 results) (of which Int'l Joint Research: 1 results)

  • [Journal Article] Elevated Plasma Soluble PD-L1 Levels in Out-of-Hospital Cardiac Arrest Patients2021

    • Author(s)
      Sumiyoshi Miho、Kawamoto Eiji、Nakamori Yuki、Esumi Ryo、Ikejiri Kaoru、Shinkai Toru、Akama Yuichi、Ito-Masui Asami、Imai Hiroshi、Gaowa Arong、Park Eun Jeong、Shimaoka Motomu
    • Journal Title

      Journal of Clinical Medicine

      Volume: 10 Issue: 18 Pages: 4188-4188

    • DOI

      10.3390/jcm10184188

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Sociometric wearable devices for studying human behavior in corporate and healthcare workplaces2021

    • Author(s)
      Ito-Masui Asami、Kawamoto Eiji、Esumi Ryo、Imai Hiroshi、Shimaoka Motomu
    • Journal Title

      BioTechniques

      Volume: 71 Issue: 1 Pages: 392-399

    • DOI

      10.2144/btn-2020-0160

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Internet-based Individualized Cognitive Behavioral Therapy for Shift Work Sleep Disorder (Empowered by Wellbeing Prediction): A Pilot Study Protocol.2021

    • Author(s)
      Ito-Masui A, Sakamoto R, Yu H,, Sano A, Motomura E, Tanii H, Sakano S, Esumi R, Imai H, Shimaoka M
    • Journal Title

      J JMIR Res Protoc.

      Volume: 10(3) Issue: 3 Pages: e24799-e24799

    • DOI

      10.2196/24799

    • Related Report
      2021 Annual Research Report 2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] The Lectin-Like Domain of Thrombomodulin Inhibits β1 Integrin-Dependent Binding of Human Breast Cancer-Derived Cell Lines to Fibronectin.2021

    • Author(s)
      Kawamoto E, Nago N, Okamoto T, Gaowa A, Masui-Ito A, Akama Y, Darkwah S, Appiah MG, Myint PK, Obeng G, Ito A, Caidengbate S, Esumi R, Yamaguchi T, Park EJ, Imai H, Shimaoka M.
    • Journal Title

      Biomedicines

      Volume: 9 Issue: 2 Pages: 162-162

    • DOI

      10.3390/biomedicines9020162

    • Related Report
      2021 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Feasibility of Measuring Face-to-Face Interactions among ICU Healthcare Professionals Using Wearable Sociometric Badges2020

    • Author(s)
      Ito-Masui Asami、Kawamoto Eiji、Nagai Yuki、Takagi Yuto、Ito Mami、Mizutani Noriko、Yano Ken’ichi、Yano Kazuo、Imai Hiroshi、Shimaoka Motomu
    • Journal Title

      American Journal of Respiratory and Critical Care Medicine

      Volume: 201 Issue: 2 Pages: 245-247

    • DOI

      10.1164/rccm.201904-0779le

    • Related Report
      2020 Research-status Report 2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Social Network Analysis of Intensive Care Unit Health Care Professionals Measured by Wearable Sociometric Badges: Longitudinal Observational Study2020

    • Author(s)
      Kawamoto Eiji、Ito-Masui Asami、Esumi Ryo、Ito Mami、Mizutani Noriko、Hayashi Tomoyo、Imai Hiroshi、Shimaoka Motomu
    • Journal Title

      Journal of Medical Internet Research

      Volume: 22 Issue: 12 Pages: e23184-e23184

    • DOI

      10.2196/23184

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] How ICU Patient Severity Affects Communicative Interactions Between Healthcare Professionals: A Study Utilizing Wearable Sociometric Badges2020

    • Author(s)
      Kawamoto Eiji、Ito-Masui Asami、Esumi Ryo、Imai Hiroshi、Shimaoka Motomu
    • Journal Title

      Frontiers in Medicine

      Volume: 7 Pages: 606987-606987

    • DOI

      10.3389/fmed.2020.606987

    • Related Report
      2020 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Invasive Salmonella Enteritidis infection complicated by bacterial meningitis and vertebral osteomyelitis shortly after influenza A infection in an immunocompetent young adult2020

    • Author(s)
      Ikejiri Kaoru、Suzuki Kei、Ito Asami、Yasuda Kazunari、Shindo Akihiro、Ishikura Ken、Imai Hiroshi
    • Journal Title

      Journal of Infection and Chemotherapy

      Volume: 26 Issue: 2 Pages: 269-273

    • DOI

      10.1016/j.jiac.2019.08.001

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Usefulness of the APTT waveform for the diagnosis of DIC and prediction of the outcome or bleeding risk2019

    • Author(s)
      Suzuki Kei、Wada Hideo、Matsumoto Takeshi、Ikejiri Makoto、Ohishi Kohshi、Yamashita Yoshiki、Imai Hiroshi、Iba Toshiaki、Katayama Naoyuki
    • Journal Title

      Thrombosis Journal

      Volume: 17 Issue: 1 Pages: 1-8

    • DOI

      10.1186/s12959-019-0201-0

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Influenza‐associated septic shock accompanied by septic cardiomyopathy that developed in summer and mimicked fulminant myocarditis2019

    • Author(s)
      Fujioka M, Suzuki K, Iwashita Y, Imanaka-Yoshida K, Ito M, Katayama N, Imai H.
    • Journal Title

      Acute Med Sure

      Volume: 6 Issue: 2 Pages: 192-196

    • DOI

      10.1002/ams2.394

    • Related Report
      2019 Research-status Report 2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Anti-adhesive effects of human soluble thrombomodulin and its domains2019

    • Author(s)
      Kawamoto Eiji、Nago Nodoka、Okamoto Takayuki、Gaowa Arong、Masui-Ito Asami、Sakakura Yosuke、Akama Yuichi、Soe Zay Yar、Prajuabjinda Onmanee、Darkwah Samuel、Appiah Michael G.、Myint Phyoe Kyawe、Obeng Gideon、Park Eun Jeong、Imai Hiroshi、Shimaoka Motomu
    • Journal Title

      Biochemical and Biophysical Research Communications

      Volume: 511 Issue: 2 Pages: 312-317

    • DOI

      10.1016/j.bbrc.2019.02.041

    • Related Report
      2019 Research-status Report 2018 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Clinicopathological features of TAFRO syndrome complicated by acquired hemophilia A and development of cardiopulmonary arrest that were successfully treated with VA-ECMO and tocilizumab2019

    • Author(s)
      Suzuki Kei、Matsumoto Takeshi、Iwashita Yoshiaki、Ishikura Ken、Fujioka Masaki、Wada Hideo、Katayama Naoyuki、Imai Hiroshi
    • Journal Title

      International Journal of Hematology

      Volume: - Issue: 6 Pages: 737-743

    • DOI

      10.1007/s12185-019-02604-2

    • Related Report
      2018 Research-status Report
    • Peer Reviewed
  • [Journal Article] Ventilator-associated events: prevalence and mortality in Japan2018

    • Author(s)
      Nakahashi Susumu、Imai Hiroshi、Imanaka Hideaki、Ohshimo Shinichiro、Satou Tomoko、Shima Masanori、Yanagisawa Masami、Yamashita Chizuru、Ogura Toru、Yamada Tomomi、Shime Nobuaki
    • Journal Title

      Journal of Thoracic Disease

      Volume: 10 Issue: 12 Pages: 6942-6949

    • DOI

      10.21037/jtd.2018.12.40

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Epidemiology of mechanically ventilated patients treated in ICU and non-ICU settings in Japan: a retrospective database study2018

    • Author(s)
      Iwashita Yoshiaki、Yamashita Kazuto、Ikai Hiroshi、Sanui Masamitsu、Imai Hiroshi、Imanaka Yuichi
    • Journal Title

      Critical Care

      Volume: 22 Issue: 1 Pages: 329-329

    • DOI

      10.1186/s13054-018-2250-3

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Biomechanical profiles of tracheal intubation: a mannequin-based study to make an objective assessment of clinical skills by expert anesthesiologists and novice residents.2018

    • Author(s)
      Sakakura Y, Kamei M, Sakamoto R, Morii H, Itoh-Masui A, Kawamoto E, Imai H, Miyabe M, Shimaoka M.
    • Journal Title

      BMC Med Educ

      Volume: Dec 4;18(1) Issue: 1 Pages: 293-293

    • DOI

      10.1186/s12909-018-1410-0

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Possibility of venoarteriual extracorporeal membranous oxygenator being a bridging therapy for hemodynamic deterioration of pulmonary tumor thrombotic microangiopathy prior to initiating chemotherapy2018

    • Author(s)
      Iwashita Y, Maruyama K. et al.
    • Journal Title

      Medicine

      Volume: 37 Issue: 37 Pages: e12169-e12169

    • DOI

      10.1097/md.0000000000012169

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Journal Article] Integrin and PD-1 Ligand Expression on Circulating Extracellular Vesicles in Systemic Inflammatory Response Syndrome and Sepsis2018

    • Author(s)
      Kawamoto Eiji、Masui-Ito Asami、Eguchi Akiko、Soe Zay Yar、Prajuabjinda Onmanee、Darkwah Samuel、Park Eun Jeong、Imai Hiroshi、Shimaoka Motomu
    • Journal Title

      SHOCK

      Volume: - Issue: 1 Pages: 1-1

    • DOI

      10.1097/shk.0000000000001228

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Differences and similarities between disseminated intravascular coagulation and thrombotic microangiopathy2018

    • Author(s)
      Wada H, Matsumoto T, Suzuki K, Imai H, Katayama N, Iba T, Matsumoto M
    • Journal Title

      Thromb J

      Volume: 16 Issue: 1 Pages: 14-14

    • DOI

      10.1186/s12959-018-0168-2

    • Related Report
      2018 Research-status Report
    • Peer Reviewed / Open Access
  • [Presentation] Integrin and PD-1 Ligand Expression on Circulating Extracellular Vesicles in Systemic Inflammatory Response Syndrome and Sepsis2018

    • Author(s)
      Eiji Kawamoto
    • Organizer
      41 st ANNUAL CONFERENCE ON SHOCK
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] 教育環境の変化~シミュレーターやIT利用の可能性~2018

    • Author(s)
      川本英嗣
    • Organizer
      日本臨床救急医学会
    • Related Report
      2018 Research-status Report

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Published: 2018-04-23   Modified: 2023-01-30  

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