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Concept Design and Implementation of Personalized Triage to Reduce Healthcare Data Errors in Human Assisted Remote Healthcare Systems

Research Project

Project/Area Number 18K11529
Research Category

Grant-in-Aid for Scientific Research (C)

Allocation TypeMulti-year Fund
Section一般
Review Section Basic Section 62010:Life, health and medical informatics-related
Research InstitutionKyushu University

Principal Investigator

Ahmed Ashir  九州大学, システム情報科学研究院, 准教授 (30457444)

Co-Investigator(Kenkyū-buntansha) 久住 憲嗣  九州大学, システムLSI研究センター, 准教授 (10380685)
イスラム ラフィクル  九州大学, 大学病院, 学術研究員 (20815906)
横田 文彦  九州大学, 持続可能な社会のための決断科学センター, 講師 (50760451)
福田 晃  九州大学, システム情報科学研究院, 教授 (80165282)
Project Period (FY) 2018-04-01 – 2021-03-31
Project Status Completed (Fiscal Year 2020)
Budget Amount *help
¥4,030,000 (Direct Cost: ¥3,100,000、Indirect Cost: ¥930,000)
Fiscal Year 2020: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2019: ¥1,170,000 (Direct Cost: ¥900,000、Indirect Cost: ¥270,000)
Fiscal Year 2018: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Keywordsremote healthcare / portable health clinic / error detection / Healthcare data / data error / triage / acceptance range / Remote Healthcare / Error Detection / Personalized Triage / Remote healthcare / Medical data errors / Acceptance Range
Outline of Final Research Achievements

Remote healthcare data carries more errors than usual clinical data. Most of the errors occur due to the human input errors by the healthcare workers. We came up with a solution to predict three different acceptance ranges- (a) for a particular community (b) for an age group and gender and (c) for a particular person, we call them Human Acceptance Range (HAR), Group Acceptance Range (GAR) and Personal Acceptance Range (PAR).
To evaluate GAR, we prepared an experimental field in Bangladesh. By organizing PHC service campaign (four times) we gathered 999 healthcare data from similar patients. The 1st phase found 1.62% unusual and 0.00% error data. The 2nd phase found 1.00% unusual and 0.00% error data. The 3rd phase found 1.00% unusual and 0.00% error data. The 4th phase found 1.63% unusual and 0.00% error data. A major observation is that the error rate was 0.00% in every case and unusual data was reduced to 4.23%.

Academic Significance and Societal Importance of the Research Achievements

Detecting and reducing errors in remote healthcare systems has been a challenge. The findings of this research are expected to improve the efficiency of remote healthcare systems. This improved approach will help increase the efficiency of remote healthcare systems and also reduce cost and time.

Report

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

    (21 results)

All 2020 2019 2018 Other

All Int'l Joint Research (3 results) Journal Article (6 results) (of which Int'l Joint Research: 6 results,  Peer Reviewed: 6 results,  Open Access: 4 results) Presentation (7 results) (of which Int'l Joint Research: 7 results,  Invited: 2 results) Book (1 results) Remarks (3 results) Funded Workshop (1 results)

  • [Int'l Joint Research] Grameen Communications/University of Dhaka(バングラデシュ)

    • Related Report
      2020 Annual Research Report
  • [Int'l Joint Research] Grameen Communications/University of Dhaka(バングラデシュ)

    • Related Report
      2019 Research-status Report
  • [Int'l Joint Research] Grameen Communications/University of Dhaka(バングラデシュ)

    • Related Report
      2018 Research-status Report
  • [Journal Article] Influence of Factors on the Adoption and of ICT-Based eHealth Technology by Urban Corporate People2020

    • Author(s)
      Sampa Masuda Begum, Hossain Md. Nazmul, Hoque Md. Rakibul, Islam Rafiqul, Yokota Fumihiko, Nishikitani Mariko, Fukuda Akira, and Ahmed Ashir
    • Journal Title

      Journal of Service Science and Management

      Volume: 13 Issue: 01 Pages: 1-19

    • DOI

      10.4236/jssm.2020.131001

    • Related Report
      2020 Annual Research Report 2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Blood Uric Acid Prediction With Machine Learning: Model Development and Performance Comparison2020

    • Author(s)
      Sampa Masuda Begum、Hossain Md Nazmul、Hoque Md Rakibul、Islam Rafiqul、Yokota Fumihiko、Nishikitani Mariko、Ahmed Ashir
    • Journal Title

      JMIR Medical Informatics

      Volume: 8 Issue: 10 Pages: e18331-e18331

    • DOI

      10.2196/18331

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Redesigning Portable Health Clinic Platform as a Remote Healthcare System to Tackle COVID-19 Pandemic Situation in Unreached Communities2020

    • Author(s)
      Sampa Masuda Begum、Hoque Md. Rakibul、Islam Rafiqul、Nishikitani Mariko、Nakashima Naoki、Yokota Fumihiko、Kikuchi Kimiyo、Rahman Md Moshiur、Shah Faiz、Ahmed Ashir
    • Journal Title

      International Journal of Environmental Research and Public Health

      Volume: 17 Issue: 13 Pages: 4709-4709

    • DOI

      10.3390/ijerph17134709

    • Related Report
      2020 Annual Research Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] A Predictive Model for Height Tracking in an Adult Male Population in Bangladesh to Reduce Input Errors2020

    • Author(s)
      Mehdi Hasan, Fumihiko Yokota, Rafiqul Islam, Kenji Hisazumi, Akira Fukuda,and Ashir Ahmed
    • Journal Title

      Int. Journal of Environmental Research and Public Health

      Volume: 17 Issue: 5 Pages: 1806-1806

    • DOI

      10.3390/ijerph17051806

    • Related Report
      2020 Annual Research Report 2019 Research-status Report
    • Peer Reviewed / Int'l Joint Research
  • [Journal Article] Growth Characteristics of Age and Gender-based Anthropometric Data from Human Assisted Remote Healthcare System2019

    • Author(s)
      Hasan Mehdi, Islam Rafiqul, Yokota Fumuhiko, Nishikitani Mariko, Fukuda Akira, and Ahmed Ashir
    • Journal Title

      International Journal of Advanced Computer Science and Applications

      Volume: 10 Issue: 3 Pages: 615-619

    • DOI

      10.14569/ijacsa.2019.0100379

    • Related Report
      2019 Research-status Report 2018 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Journal Article] Factors Affecting Rural Patients’ Primary Compliance with E-prescription: a Developing Country Perspective2018

    • Author(s)
      Nazmul Hossain,Massuda Sampa,Fumihiko Yokota,Ashir Ahmed, and Akira Fukuda
    • Journal Title

      the Telemedicine and e-Health Journal

      Volume: 21 Issue: 5 Pages: 417-426

    • DOI

      10.1089/tmj.2018.0081

    • Related Report
      2019 Research-status Report
    • Peer Reviewed / Open Access / Int'l Joint Research
  • [Presentation] A Data Enhancement Approach to Improve Machine Learning Performance for Predicting Health Status Using Remote Healthcare Data2020

    • Author(s)
      Shaira Tabassum
    • Organizer
      2nd International Conference on Advanced Information and Communication Technology (ICAICT)
    • Related Report
      2020 Annual Research Report
    • Int'l Joint Research
  • [Presentation] Differences in Relationships and Risk Factors Associated with Hypertension, Diabetes, and Proteinuria Among Urban and Rural Adults in Bangladesh: Findings from Portable Health Clinic Research Project 2013-20182019

    • Author(s)
      Yokota, F. & Ahmed, A.,
    • Organizer
      21st HCI International Conference, HCII 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Development of mobile based in-home patient monitoring system for the management of chronic disease of indigenous communities in a developing country2019

    • Author(s)
      2.Hoque, R., Sorwar, G., Ahmed, A. & Islam, R
    • Organizer
      21st HCI International Conference, HCII 2019
    • Related Report
      2019 Research-status Report
    • Int'l Joint Research / Invited
  • [Presentation] Development of Mobile Based In-Home Patient Monitoring System for the Management of Chronic Disease of Indigenous Communities in a Developing Country2019

    • Author(s)
      Rakibul Hoque, Golam Sorwar, Ashir Ahmed, Rafiqul Islam
    • Organizer
      21ST INTERNATIONAL CONFERENCE ON HUMAN-COMPUTER INTERACTION
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Dhaka University Telemedicine Programme, targeting healthcare-deprived rural population of Bangladesh and other low resource countries2019

    • Author(s)
      Khondkar Siddique-e Rabbani, Abdullah Al Amin, Zihad Tarafdar, Mohammad Abu Yousuf, AKM Bodiuzzaman, Md. Kamrul Hussain, Ahamad Imtiaz Khan, Maruf Ahmad, Mohammad Moniruzzaman, Shahed Md Abu Sufian, Papia Chowdhury, Ashir Ahmed
    • Organizer
      21ST INTERNATIONAL CONFERENCE ON HUMAN-COMPUTER INTERACTION
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] Differences in relationships and risk factors associated with hypertension, diabetes, and proteinuria among urban and rural adults in Bangladesh, Findings from Portable Health Clinic Research Project 2013-20182019

    • Author(s)
      Fumihiko Yokota, Ashir Ahmed, Mariko Nishikitani, Kimiyo Kikuchi, Rafiqul Islam Kazi, Rajib Chowdhury, Yasunobu Nohara, Rieko Izukura, Naoki Nakashima
    • Organizer
      21ST INTERNATIONAL CONFERENCE ON HUMAN-COMPUTER INTERACTION
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Presentation] A Framework of Longitudinal Study to Understand Determinants of Actual Use of the Portable Health Clinic System2019

    • Author(s)
      ampa Begum Masuda, Md. Nazmul Hossain, Rakibul Hoque, Rafiqul Islam, Fumihiko Yokota, Mariko Nishikitani, Akira Fukuda, Ashir Ahmed
    • Organizer
      21ST INTERNATIONAL CONFERENCE ON HUMAN-COMPUTER INTERACTION
    • Related Report
      2018 Research-status Report
    • Int'l Joint Research
  • [Book] Mobile Technologies for Delivering Healthcare in Remote, Rural or Developing Regions2020

    • Author(s)
      Pradeep Kumar Ray, Naoki Nakashima, Ashir Ahmed, Soong-Chul Ro, Yasuhiro Soshino
    • Total Pages
      400
    • Publisher
      IET
    • Related Report
      2019 Research-status Report
  • [Remarks] Portable Health Clinic

    • URL

      http://www.portablehealth.clinic

    • Related Report
      2020 Annual Research Report
  • [Remarks] Social Tech Lab

    • Related Report
      2019 Research-status Report
  • [Remarks] Portable Health Clinic

    • URL

      http://ghealth.gramweb.net/

    • Related Report
      2018 Research-status Report
  • [Funded Workshop] International Conference on Healthcare, SDGs and Social Business2019

    • Related Report
      2019 Research-status Report

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Published: 2018-04-23   Modified: 2022-01-27  

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