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A Framework for a Clinical Reasoning Knowledge Warehouse

Research output: Contribution to book/anthology/report/proceedingArticle in proceedingsResearch

  • Klaus Vilstrup Pedersen, Denmark
  • Niels Boye, Denmark
  • Department of Business Studies
  • Information Systems Research Group
In many areas of the medical domain, the decision process i.e. reasoning, involving health care professionals is distributed, cooperative and complex. This paper presents a framework for a Clinical Reasoning Knowledge Warehouse that combines theories and models from Artificial Intelligence, Knowledge Management Systems and Business Intelligence to make context based, patient case specific analysis and knowledge management. The knowledge base integrates three sources of information that supports clinical reasoning: general information, guidelines and health records. New generalized knowledge is stored and made accessible when relevant to the reasoning context and the specific patient case. Furthermore, the information structure supports the creation of new generalized knowledge using data mining tools. The patient case is divided into an observation level and an opinion level. At the opinion level, reasoning participants can express their argument based opinions about a patient case, thereby enhancing the knowledge about the state of and plans for the patient. An opinion language that supports expressing a possible imprecise/uncertain opinion based on imprecise/uncertain/incomplete arguments is introduced. Finally, case based reasoning is used for retrieving similar patient cases and adapt the opinions in the current case.
Original languageEnglish
Title of host publicationIDEAS04DH Prooceeding
Number of pages10
PublisherIEEE Signal Processing Society
Publication year2004
Pages25-34
Publication statusPublished - 2004
EventIDEAS '04-DH, Beijing, China -
Duration: 1 Sep 20043 Sep 2004

Conference

ConferenceIDEAS '04-DH, Beijing, China
Periode01/09/200403/09/2004

    Research areas

  • Decision support, Case Based Reasoning, Imprecision, Incompletenesss, Opinion language

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