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Application of Active Mining to Prevention of Medical Incidents and Accidents

Research Project

Project/Area Number 17300048
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Intelligent informatics
Research InstitutionShimane University

Principal Investigator

TSUMOTO Shusaku  Shimane University, Faculty of Medicine, Professor, 医学部, 教授 (10251555)

Co-Investigator(Kenkyū-buntansha) HANADA Eisuke  Shimane University, Faculty of Medicine, Associate Professor, 医学部, 助教授 (90244095)
HIRANO Shoji  Shimane University, Faculty of Medicine, Associate Professor, 医学部, 助教授 (60333506)
NAKAKUNI Hideaki  Shimane University, Faculty of Medicine, Research Associate, 医学部, 助手 (90379678)
ABE Hidenao  Shimane University, Faculty of Medicine, Research Associate, 医学部, 助手 (00397853)
Project Period (FY) 2005 – 2006
Project Status Completed (Fiscal Year 2006)
Budget Amount *help
¥9,300,000 (Direct Cost: ¥9,300,000)
Fiscal Year 2006: ¥5,300,000 (Direct Cost: ¥5,300,000)
Fiscal Year 2005: ¥4,000,000 (Direct Cost: ¥4,000,000)
KeywordsActive Mining / Data Mining / Hospital Information System / Risk Discovery / Medical Incidents / 医療事故防止 / インシデント
Research Abstract

Reports on medical incidents and accidents have been stored for their analysis and prevention. This study aims at developing a system to analyze stored data by using active mining technology and to clarify the hidden factors behind these incidents. In 2005, we developed a data-warehouse system which stores incident reports electronically. In this fiscal year, based on the stored data, we apply several data mining methods to stored data and the data related with incidents, extracted from hospital information system (HIS) as follows. In the upper half of 2006, we developed a data-warehouse server which combines incident data with data related with incidents, which are extracted from HIS. In the latter half of 2006, data mining methods were applied to data in the data-warehouse server. The results obtained from this analysis are the following: (1) While about 7000 actions are performed and registered in the university hospital, 120 cases were registered as medical incidents, 10 cases a month. Thus, the probability of medical accidents is at most 1 to 20000. (2) Age of a patient is one of the principal factor for accidents. (3) diagnosis departments are not so related with incidents. Although data is imbalanced, several interesting results were observed from extracted patterns.

Report

(3 results)
  • 2006 Annual Research Report   Final Research Report Summary
  • 2005 Annual Research Report
  • Research Products

    (19 results)

All 2007 2006 2005

All Journal Article (16 results) Book (3 results)

  • [Journal Article] 複合医工学としてのデータマイニング2007

    • Author(s)
      津本周作, 平野章二
    • Journal Title

      人工知能学会誌 21・2

      Pages: 201-207

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] Visualization of Semantic Similarities and Syntactic Similarities of Rules using Multidimensional Scaling2007

    • Author(s)
      Tsumoto, S., Hirano, S.
    • Journal Title

      Fundamenta Informaticae 78

      Pages: 1-13

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Detection of Chance using Rule Induction and Multidimensional Scaling2007

    • Author(s)
      Tsumoto, S., Hirano, S.
    • Journal Title

      Journal of Knowledge Engineering Systems (印刷中)

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Data mining as Complex Medical Engineering2007

    • Author(s)
      Tsumoto, S, Hirano, S.
    • Journal Title

      Journal of Japan Society of Artificial Intelligence 21(2)

      Pages: 201-207

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Visualization of Semantic Similarities and Syntactic Similarities of Rules using Multidimensional Scaling2007

    • Author(s)
      Tsumoto, S, Hirano, S.
    • Journal Title

      Fundamenta Informaticae 78

      Pages: 1-13

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Detection of Chance using Rule Induction and Multidimensional Scaling2007

    • Author(s)
      Tsumoto, S, Hirano, S.
    • Journal Title

      Journal of Knowledge Engineering Systems

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Visualization of Semantic and Syntactic Similarities of Rules using Multidimensional Scaling2007

    • Author(s)
      Tsumoto, S., Hirano, S.
    • Journal Title

      Fundamenta Informaticae 78

      Pages: 1-13

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Detection of Chance using Rule Induction and Multidimensional Scaling,2007

    • Author(s)
      Tsumoto, S., Hirano, S.
    • Journal Title

      Journal of Knowledge Engineering Systems (印刷中)

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Risk Mining in Hospital Information Systems2006

    • Author(s)
      Tsumoto, S, et al.
    • Journal Title

      Proceedings of ICDM2006 Workshops

      Pages: 699-704

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Annual Research Report 2006 Final Research Report Summary
  • [Journal Article] Risk Mining : Mining Nurses' Incident Factors and Application of Mining Results to Prevention of Incidents.2006

    • Author(s)
      Tsumoto, S, et al.
    • Journal Title

      Proceedings of RSCTC2006 (LNAI) 4259

      Pages: 706-715

    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Risk Mining in Hospital Information Systems.2006

    • Author(s)
      Tsumoto, S., Matsuoka K., Yokoyama, S.
    • Journal Title

      Proceedings of ICDM Workshops 2006

      Pages: 699-704

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Risk Mining : Mining Nurses' Incident Factors and Application of Mining Results to Prevention of Incidents.2006

    • Author(s)
      Tsumoto, S., Matsuoka K., Yokoyama, S.
    • Journal Title

      Proceedings of RSCTC06 LNAI 4259

      Pages: 706-715

    • Description
      「研究成果報告書概要(欧文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Journal Article] Risk Mining : Mining Nurses' Incident Factors and Application of Mining Results to Prevention of Incidents.2006

    • Author(s)
      Tsumoto, S, et al.
    • Journal Title

      Proceedings of RSCTC2006(LNAI) 4259

      Pages: 706-715

    • Related Report
      2006 Annual Research Report
  • [Journal Article] Data Mining for MRSA Infection Control - An Data-oriented Approach to Medical Risk Management -2005

    • Author(s)
      Kimiko Matsuoka, Shigeki Yokoyama, Shusaku Tsumoto, Masateru Harao
    • Journal Title

      Proceedings of the first international conference on Complex Medical Engineering (CME 2005)

      Pages: 331-334

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Automated discovery of chronological patterns in long time-series medical datasets.2005

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano
    • Journal Title

      Journal of Intelligent System 20・6

      Pages: 737-757

    • Related Report
      2005 Annual Research Report
  • [Journal Article] Visualization of Similarities and-Dissimilarities in Rules Using Multidimensional Scaling.2005

    • Author(s)
      Shusaku Tsumoto, Shoji Hirano
    • Journal Title

      Proceedings of the 15th International Symposium on Methodologies for Intelligent Systems(ISMIS 2005)

      Pages: 38-46

    • Related Report
      2005 Annual Research Report
  • [Book] データマイニングの基礎2006

    • Author(s)
      元田浩, 津本周作, 山口高平, 沼尾正行
    • Total Pages
      286
    • Publisher
      オーム社
    • Description
      「研究成果報告書概要(和文)」より
    • Related Report
      2006 Final Research Report Summary
  • [Book] ダータマイニングの基礎2006

    • Author(s)
      元田浩, 津本周作, 山口高平, 沼尾正行
    • Total Pages
      286
    • Publisher
      オーム社
    • Related Report
      2006 Annual Research Report
  • [Book] Foundation of Data Mining and Knowledge Discovery2005

    • Author(s)
      T.Y.Lin, S.Ohsuga, C.J.Liau, Xiaohua Hu, S.Tsumoto
    • Total Pages
      726
    • Publisher
      Springer Verlag
    • Related Report
      2005 Annual Research Report

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Published: 2005-04-01   Modified: 2016-04-21  

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