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2019 年度 実施状況報告書

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

研究課題

研究課題/領域番号 18K11529
研究機関九州大学

研究代表者

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

研究分担者 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)
研究期間 (年度) 2018-04-01 – 2021-03-31
キーワードRemote Healthcare / Error Detection / Personalized Triage
研究実績の概要

The objective of this project has been to introduce the concept of Personalized Triage to reduce Healthcare Data Errors in Human Assisted Remote Healthcare Systems. At the first step, we investigated anthropometric growth patterns of adults (> 20 years of age). Over forty thousands health records were randomly collected by using our portable health clinic system. Incomplete records, uninterested records (young patients, age <20 years) were removed. Finally N=25,447 (male: N=13,069 and female: N=12,378) records were considered. The resulting plots comprise a series of percentile (5th, 10th, 25th, 50th, 75th, 90th, and 95th) curves that illustrate the distribution by height, weight, BMI, waist, and hip. The obtained curves were smoothened by Local Polynomial Regression (LPR). For height, there is no sharp change until the age of 49, but after the age of 50, we observe a slight decline of height and a sharp decline after the age of 80. Weight grows until the age of 49 and decline after that. Waist and Hip show similar growth characteristics with weight. A very small samples were available from old people (>80 years old). The obtained growth patterns at this age level are not representative. The study will continue to collect more samples, find growth pattern for females and compare with those of males. Once the range for age based anthropometric data is known, it will be much easier to predict measurement errors of the patients for remote healthcare systems. significant clinical growth patterns over age.

現在までの達成度 (区分)
現在までの達成度 (区分)

2: おおむね順調に進展している

理由

As per the plan, we designed the concept of personalized triage. There are three steps for the final implementation of the concept: (1) Human Acceptance Range (2) Group Acceptance Range (3) Personal Acceptance Range. At the first step, we completed the previously recorded data analysis to find the human acceptance range and also part of the group acceptance range.
In addition, we investigated the influence of clinical factors (Blood glucose, Blood Uric acid, BMI etc) in determining the health status of a person.
We have already submitted 4 journal papers. 2 are accepted and rest 2 are in review process. The progress is according to the plan.

今後の研究の推進方策

We are almost done with the personalized triage for NCDs. Now we are working on new triage to estimate health status for COVID-19 patients. We are redesigning our PHC for two modes- (1) regular mode and (2) emergency mode. The emergency mode has multiple advantages. New triage is developed. We will deploy this new triage to check the accuracy.
The emergency mode will eliminate the risk of transmission among frontline healthcare staff and contribute significantly towards reducing pressure on healthcare services and resources.

次年度使用額が生じた理由

The total expenditure was executed almost according to the initial plan. Only 84,566 yen left for next year. We will use this amount for students remuneration (shakin) for data analysis.

  • 研究成果

    (10件)

すべて 2020 2019 その他

すべて 国際共同研究 (1件) 雑誌論文 (4件) (うち国際共著 4件、 査読あり 4件、 オープンアクセス 3件) 学会発表 (2件) (うち国際学会 2件、 招待講演 2件) 図書 (1件) 備考 (1件) 学会・シンポジウム開催 (1件)

  • [国際共同研究] Grameen Communications/University of Dhaka(バングラデシュ)

    • 国名
      バングラデシュ
    • 外国機関名
      Grameen Communications/University of Dhaka
  • [雑誌論文] A Predictive Model for Height Tracking in an Adult Male Population in Bangladesh to Reduce Input Errors2020

    • 著者名/発表者名
      Hasan Mehdi、Yokota Fumihiko、Islam Rafiqul、Hisazumi Kenji、Fukuda Akira、Ahmed Ashir
    • 雑誌名

      International Journal of Environmental Research and Public Health

      巻: 17 ページ: 1806~1806

    • DOI

      10.3390/ijerph17051806

    • 査読あり / 国際共著
  • [雑誌論文] Influence of Factors on the Adoption and of ICT-Based eHealth Technology by Urban Corporate People2020

    • 著者名/発表者名
      Sampa Masuda Begum, Hossain Md. Nazmul, Hoque Md. Rakibul, Islam Rafiqul, Yokota Fumihiko, Nishikitani Mariko, Fukuda Akira, and Ahmed Ashir
    • 雑誌名

      Journal of Service Science and Management

      巻: 13 ページ: 1-19

    • DOI

      10.4236/jssm.2020.131001

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Factors Affecting Rural Patients' Primary Compliance with e-Prescription: A Developing Country Perspective2019

    • 著者名/発表者名
      Hossain Nazmul, Sampa Masuda Begum, Yokota Fumihiko, Fukuda Akira, and Ahmed Ashir
    • 雑誌名

      Telemedicine and e-Health

      巻: 25 ページ: 391-398

    • DOI

      10.1089/tmj.2018.0081

    • 査読あり / オープンアクセス / 国際共著
  • [雑誌論文] Growth Characteristics of Age and Gender-based Anthropometric Data from Human Assisted Remote Healthcare System2019

    • 著者名/発表者名
      Hasan Mehdi, Islam Rafiqul, Yokota Fumuhiko, Nishikitani Mariko, Fukuda Akira, and Ahmed Ashir
    • 雑誌名

      International Journal of Advanced Computer Science and Applications

      巻: 10 ページ: 615-619

    • DOI

      10.14569/IJACSA.2019.0100379

    • 査読あり / オープンアクセス / 国際共著
  • [学会発表] 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

    • 著者名/発表者名
      Yokota, F. & Ahmed, A.,
    • 学会等名
      21st HCI International Conference, HCII 2019
    • 国際学会 / 招待講演
  • [学会発表] Development of mobile based in-home patient monitoring system for the management of chronic disease of indigenous communities in a developing country2019

    • 著者名/発表者名
      2.Hoque, R., Sorwar, G., Ahmed, A. & Islam, R
    • 学会等名
      21st HCI International Conference, HCII 2019
    • 国際学会 / 招待講演
  • [図書] Mobile Technologies for Delivering Healthcare in Remote, Rural or Developing Regions2020

    • 著者名/発表者名
      Pradeep Kumar Ray, Naoki Nakashima, Ashir Ahmed, Soong-Chul Ro, Yasuhiro Soshino
    • 総ページ数
      400
    • 出版者
      IET
  • [備考] Social Tech Lab

    • URL

      www.socialtech.gramweb.net

  • [学会・シンポジウム開催] International Conference on Healthcare, SDGs and Social Business2019

URL: 

公開日: 2021-01-27  

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