• Search Research Projects
  • Search Researchers
  • How to Use
  1. Back to previous page

Detection of adverse events in electronic medical records using natural language processing

Research Project

Project/Area Number 21390159
Research Category

Grant-in-Aid for Scientific Research (B)

Allocation TypeSingle-year Grants
Section一般
Research Field Medical sociology
Research InstitutionNiigata University

Principal Investigator

TOYABE Shin-ichi  新潟大学, 危機管理本部危機管理室, 教授 (20227648)

Project Period (FY) 2009 – 2011
Project Status Completed (Fiscal Year 2011)
Budget Amount *help
¥9,100,000 (Direct Cost: ¥7,000,000、Indirect Cost: ¥2,100,000)
Fiscal Year 2011: ¥2,210,000 (Direct Cost: ¥1,700,000、Indirect Cost: ¥510,000)
Fiscal Year 2010: ¥2,600,000 (Direct Cost: ¥2,000,000、Indirect Cost: ¥600,000)
Fiscal Year 2009: ¥4,290,000 (Direct Cost: ¥3,300,000、Indirect Cost: ¥990,000)
Keywordsインシデントレポート / 電子カルテ / テキストマイニング / 自然言語処理 / チャートレビュー / 医療事故医療事故 / 医療事故 / 転倒・転落
Research Abstract

Incident reporting system is widely used in hospital to detect patient safety incidents and adverse events. However, there are several problems in the system such as under-reporting and lag-time between events and submission of the reports. To resolve these issues, we tried to detect incidents by using natural language processing of electronic medical records. We constructed syntactic-semantic category decision rules and applied these rules to narrative text data in medical records. As for inpatient falls, these rules showed satisfactory performance(sensitivity 86. 5% and specificity 97. 5%). Progress notes and discharge summaries were not appropriate for data sources to be used in this method because of their low specificity or low sensitivity. In contrast, natural language processing of text data on image order entries enables rapid detection of injurious falls. This method is useful to compensate the shortcomings of incident reporting system such as the under reporting and the lag-time.

Report

(4 results)
  • 2011 Annual Research Report   Final Research Report ( PDF )
  • 2010 Annual Research Report
  • 2009 Annual Research Report
  • Research Products

    (10 results)

All 2012 2011 2010 2009

All Journal Article (4 results) (of which Peer Reviewed: 4 results) Presentation (6 results)

  • [Journal Article] Use of risk assessment tool for inpatient traumatic intracranial hemorrhage after falls in acute care hospital setting2012

    • Author(s)
      鳥谷部真一
    • Journal Title

      Global Journal of Health Science

      Volume: 4

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] Use of risk assessment tool for inpatient traumatic intracranial hemorrhage after falls in acute care hospital setting2012

    • Author(s)
      Toyabe, S
    • Journal Title

      Global Journal of Health Science

      Volume: 4(In press)

    • Related Report
      2011 Annual Research Report
    • Peer Reviewed
  • [Journal Article] World Health Organization fracture risk assessment tool in the assessment of fracture after falls in hospital2010

    • Author(s)
      鳥谷部真一
    • Journal Title

      BMC Health Services Research

      Volume: 10 Pages: 106-106

    • Related Report
      2011 Final Research Report
    • Peer Reviewed
  • [Journal Article] World Health Organization fracture risk assessment tool in the assessment of fractures after falls in hospital2010

    • Author(s)
      Toyabe S
    • Journal Title

      BMC Health Serv Res

      Volume: 10

    • Related Report
      2010 Annual Research Report
    • Peer Reviewed
  • [Presentation] 頭蓋内出血を伴う転倒イベントのリスク評価2011

    • Author(s)
      鳥谷部真一
    • Organizer
      第5回医療の質・安全学会学術集会
    • Place of Presentation
      千葉市
    • Year and Date
      2011-11-27
    • Related Report
      2010 Annual Research Report
  • [Presentation] テキストマイニングを用いた電子カルテからのインシデント情報検出2011

    • Author(s)
      鳥谷部真一
    • Organizer
      第31回医療情報学連合大会
    • Place of Presentation
      鹿児島
    • Year and Date
      2011-11-21
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] インシデントレポートで報告されない転倒事例の特徴2011

    • Author(s)
      鳥谷部真一
    • Organizer
      第6回医療の質・安全学会
    • Place of Presentation
      東京
    • Year and Date
      2011-11-20
    • Related Report
      2011 Annual Research Report 2011 Final Research Report
  • [Presentation] 頭蓋内出血を伴う転倒イベントのリスク評価2010

    • Author(s)
      鳥谷部真一
    • Organizer
      第5回医療の質・安全学会
    • Place of Presentation
      千葉
    • Year and Date
      2010-11-27
    • Related Report
      2011 Final Research Report
  • [Presentation] 骨折を伴う転倒イベントのリスク評価2009

    • Author(s)
      鳥谷部真一
    • Organizer
      第4回医療の質・安全学会
    • Place of Presentation
      東京
    • Year and Date
      2009-11-21
    • Related Report
      2011 Final Research Report
  • [Presentation] 骨折を伴う転倒イベントのリスク評価2009

    • Author(s)
      鳥谷部真一
    • Organizer
      医療の質・安全学会
    • Place of Presentation
      東京
    • Year and Date
      2009-11-21
    • Related Report
      2009 Annual Research Report

URL: 

Published: 2009-04-01   Modified: 2016-04-21  

Information User Guide FAQ News Terms of Use Attribution of KAKENHI

Powered by NII kakenhi