Leveraging XML-based electronic medical records to extract experiential clinical knowledge
作者: Syed Sibte Raza AbidiSelvakumar Manickam
作者单位: 1Faculty of Computer Science, Dalhousie University, 6050 University Avenue, Halifax, NS, Canada B3S 1J3
2School of Computer Sciences, Universiti Sains Malaysia, Penang 11800, Malaysia
刊名: International Journal of Medical Informatics, 2002, Vol.68 (1), pp.187-203
来源数据库: Elsevier Journal
DOI: 10.1016/S1386-5056(02)00076-X
关键词: Case-based reasoningElectronic medical recordsKnowledge acquisitionXML
原始语种摘要: Abstract(#br)Case-based reasoning (CBR)-driven medical diagnostic systems demand a critical mass of up-to-date diagnostic-quality cases that depict the problem-solving methodology of medical experts. In practical terms, procurement of CBR-compliant cases is quite challenging, as this requires medical experts to map their experiential knowledge to an unfamiliar computational formalism. In this paper, we propose a novel medical knowledge acquisition approach that leverages routinely generated electronic medical records (EMRs) as an alternate source for CBR-compliant cases. We present a methodology to autonomously transform XML-based EMR to specialized CBR-compliant cases for CBR-driven medical diagnostic systems. Our multi-stage methodology features: (a) collection of heterogeneous EMR from...
全文获取路径: Elsevier  (合作)
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影响因子:2.061 (2012)

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关键词翻译
关键词翻译
  • knowledge 知识
  • methodology 方法学
  • electronic 电子的
  • records 案卷
  • driven 从动的
  • transformation 变换
  • computational 计算的
  • medical 医学
  • experiential 经验上的
  • formalism 形式方法