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Prediction model for diabetes patients based on particle filter

Research Project

Project/Area Number 25870488
Research Category

Grant-in-Aid for Young Scientists (B)

Allocation TypeMulti-year Fund
Research Field Life / Health / Medical informatics
Medical sociology
Research InstitutionKochi University

Principal Investigator

Hatakeyama Yutaka  高知大学, 教育研究部医療学系連携医学部門, 准教授 (00376956)

Project Period (FY) 2013-04-01 – 2016-03-31
Project Status Completed (Fiscal Year 2015)
Budget Amount *help
¥3,640,000 (Direct Cost: ¥2,800,000、Indirect Cost: ¥840,000)
Fiscal Year 2015: ¥1,040,000 (Direct Cost: ¥800,000、Indirect Cost: ¥240,000)
Fiscal Year 2014: ¥1,820,000 (Direct Cost: ¥1,400,000、Indirect Cost: ¥420,000)
Fiscal Year 2013: ¥780,000 (Direct Cost: ¥600,000、Indirect Cost: ¥180,000)
Keywords医療情報学
Outline of Final Research Achievements

An estimation process of the distribution of insulin variability for glucose values in Oral Glucose Tolerance Test (OGTT) was constructed with the previous mathematical model. The experiment result for the data in Kochi Medical School hospital showed that the estimated insulin distribution includes the true insulin values. From these results, the estimation process calculates the appropriate insulin values. Moreover, the estimated insulin distributions were different for normal patients, Impaired Glucose Tolerance patients, and diabetes patients, respectively. Therefore, the feature of the distribution show the possibility of glucose value prediction in long term.

Report

(4 results)
  • 2015 Annual Research Report   Final Research Report ( PDF )
  • 2014 Research-status Report
  • 2013 Research-status Report
  • Research Products

    (14 results)

All 2016 2015 2014 2013

All Journal Article (5 results) (of which Peer Reviewed: 5 results,  Open Access: 1 results) Presentation (9 results)

  • [Journal Article] Fuzzified Evaluation of Cardiotocography Data for Real Medical Data2016

    • Author(s)
      Yutaka Hatakeyama, Hiromi Kataoka, Noriaki Nakajima, Teruaki Watabe, and Yoshiyasu Okuhara
    • Journal Title

      Journal of Advanced Computational Intelligence and Intelligent Informatics

      Volume: 20 Issue: 1 Pages: 33-40

    • DOI

      10.20965/jaciii.2016.p0033

    • NAID

      130007673369

    • ISSN
      1343-0130, 1883-8014
    • Year and Date
      2016-01-20
    • Related Report
      2015 Annual Research Report
    • Peer Reviewed / Open Access
  • [Journal Article] Serum uric acid level as a risk factor for acute kidney injury in hospitalized patients: a retrospective database analysis using the integrated medical information system at Kochi Medical School hospital.2016

    • Author(s)
      Otomo K, Horino T, Miki T, Kataoka H, Hatakeyama Y, Matsumoto T, Hamada-Ode K, Shimamura Y, Ogata K, Inoue K, Taniguchi Y, Terada Y, Okuhara Y.
    • Journal Title

      Clin Exp Nephrol

      Volume: 20 Issue: 2 Pages: 235-43

    • DOI

      10.1007/s10157-015-1156-5

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] モンテカルロ手法による数理モデルを利用したインスリン値の変動推定2016

    • Author(s)
      畠山 豊、片岡 浩巳、中島 典昭、渡部 輝明、奥原 義保
    • Journal Title

      医療情報学

      Volume: 36(1) Pages: 33-40

    • NAID

      130005661662

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] Use of a Latent Topic Model for Characteristic Extraction from Health Checkup Questionnaire Data2015

    • Author(s)
      Y. Hatakeyama, I. Miyano, H. Kataoka, N. Nakajima, T. Watabe, N. Yasuda, Y. Okuhara
    • Journal Title

      Methods Inf Med

      Volume: 54(6) Issue: 06 Pages: 515-521

    • DOI

      10.3414/me15-01-0023

    • Related Report
      2015 Annual Research Report
    • Peer Reviewed
  • [Journal Article] 問診データに対する潜在トピックモデルに基づく健診データ解析2013

    • Author(s)
      畠山豊 宮野伊知郎 片岡浩巳 中島典昭 渡部輝明 奥原義保
    • Journal Title

      医療情報学

      Volume: 33 Pages: 267-277

    • NAID

      130004709162

    • Related Report
      2013 Research-status Report
    • Peer Reviewed
  • [Presentation] 病院情報システムデータにおける認知症関連疾患患者特有の複数処方パターン抽出2015

    • Author(s)
      笹岡考太,鵜原匡志,片岡浩巳,畠山豊,奥原義保
    • Organizer
      第35回医療情報学連合大会
    • Place of Presentation
      沖縄コンベンションセンター
    • Year and Date
      2015-11-01
    • Related Report
      2015 Annual Research Report
  • [Presentation] データベースを用いた乳児期の抗生剤投与とその後のI型アレルギー疾患発症の関連についての解析2015

    • Author(s)
      鵜原匡志,笹岡考太,片岡浩巳,畠山豊,奥原義保
    • Organizer
      第35回医療情報学連合大会
    • Place of Presentation
      沖縄コンベンションセンター
    • Year and Date
      2015-11-01
    • Related Report
      2015 Annual Research Report
  • [Presentation] 機械学習を用いた慢性腎臓病における合併症パターンの導出2015

    • Author(s)
      筒井真璃菜,片岡浩巳,村岡道明,畠山豊,奥原義保
    • Organizer
      第35回医療情報学連合大会
    • Place of Presentation
      沖縄コンベンションセンター
    • Year and Date
      2015-11-01
    • Related Report
      2015 Annual Research Report
  • [Presentation] Level evaluation system for Cardiotocography2014

    • Author(s)
      Yutaka Hatakeyama, Hiromi Kataoka, Noriaki Nakajima, Teruaki Watabe, Yoshiyasu Okuhara
    • Organizer
      Joint 7th International Conference on Soft Computing and Intelligent Systems and 15th International Symposium on Advanced Intelligent Systems
    • Place of Presentation
      北九州(北九州国際会議場)
    • Year and Date
      2014-12-03 – 2014-12-06
    • Related Report
      2014 Research-status Report
  • [Presentation] 多施設データを集約した退院サマリー検索システムの構築2014

    • Author(s)
      鈴木 隆弘,土井 俊祐,嶋田 元,高崎 光浩,津本 周作,畠山 豊,本多 正幸,松村 泰志,横井 英人,高林 克日己
    • Organizer
      第34回医療情報学連合大会
    • Place of Presentation
      千葉(幕張メッセ国際会議場)
    • Year and Date
      2014-11-06 – 2014-11-08
    • Related Report
      2014 Research-status Report
  • [Presentation] 浸水予測及び土砂災害予測データに基づく高知県の患者受療動態変動の評価2014

    • Author(s)
      中村 倫子,中島 典昭,渡部 輝明,畠山 豊,奥原 義保
    • Organizer
      第34回医療情報学連合大会
    • Place of Presentation
      千葉(幕張メッセ国際会議場)
    • Year and Date
      2014-11-06 – 2014-11-08
    • Related Report
      2014 Research-status Report
  • [Presentation] 大規模診療データベースを用いた抗がん剤治療におけるG-CSF療法と十全大補湯併用による効果の検証2014

    • Author(s)
      溝畑 英樹,鈴木 匠,高橋 康大,三木 健生,笹岡 考太,鵜原 匡志,片岡 浩巳,畠山 豊,奥原 義保
    • Organizer
      第34回医療情報学連合大会
    • Place of Presentation
      千葉(幕張メッセ国際会議場)
    • Year and Date
      2014-11-06 – 2014-11-08
    • Related Report
      2014 Research-status Report
  • [Presentation] Supervised Learning of functional Magnetic Resonance Imaging Data for Brain Decoding2013

    • Author(s)
      Noriki Koike, Yutaka Hatakeyama and Shinich Yoshida
    • Organizer
      The 14th International Symposium on Advanced Intelligent Systems (ISIS2013)
    • Place of Presentation
      Daejeon, Korea
    • Related Report
      2013 Research-status Report
  • [Presentation] Multi-voxel pattern analysis of fMRI based on deep learning methods2013

    • Author(s)
      Yutaka Hatakeyama, Shinichi Yoshida, Hiromi Kataoka, Yoshiyasu Okuhara
    • Organizer
      The 14th International Symposium on Advanced Intelligent Systems (ISIS2013)
    • Place of Presentation
      Daejeon, Korea
    • Related Report
      2013 Research-status Report

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Published: 2014-07-25   Modified: 2019-07-29  

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