• DocumentCode
    1996120
  • Title

    Expert system for pathological bacterial testing and determination of corresponding antimicrobial therapy

  • Author

    Razalan, M.H.A. ; Jimat, K. ; Kamaruddin, A.F. ; Baharuddin, W.N.A.B. ; Abdullah, S.N.H.S.

  • Author_Institution
    Centre for Artificial Intell. Technol., Univ. Kebangsaan Malaysia, Bangi, Malaysia
  • fYear
    2012
  • fDate
    3-4 Dec. 2012
  • Firstpage
    139
  • Lastpage
    144
  • Abstract
    This is an attempt to develop an expert system for computer-guided of serial pathological bacterial testing to facilitate determination of antimicrobial therapy. If deem successful, the system could indirectly help reduce the cost of pathological testing and increase the efficiency of assignment of antimicrobial therapy to patients. Six common pathological tests, 19 infectious bacteria, and 16 recommended antimicrobial therapies were screened, identified, and selected. Decision table and decision tree are used in developing the knowledge base. Bayesian reasoning is employs for uncertainty management. Four user interface testers and one domain expert reviewer tested the usability of the system. The system has good potential but required further rigorous knowledge acquisition techniques, more breadth and depth in knowledge base contents, and better help facilities.
  • Keywords
    Bayes methods; decision tables; decision trees; expert systems; knowledge acquisition; knowledge verification; medical computing; microorganisms; patient treatment; uncertainty handling; user interface management systems; Bayesian reasoning; antimicrobial therapy determination; decision table; decision tree; expert systems; infectious bacteria; knowledge acquisition techniques; medical knowledge-based approaches; one domain expert reviewer tester; patient antimicrobial therapy assignment; recommended antimicrobial therapies; serial pathological bacterial testing computer guid; uncertainty management; user interface testers; Bayesian reasoning; Knowledge base system; antimicrobial therapy (key words); pathological bacterial testing;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Humanities, Science and Engineering (CHUSER), 2012 IEEE Colloquium on
  • Conference_Location
    Kota Kinabalu
  • Print_ISBN
    978-1-4673-4615-3
  • Type

    conf

  • DOI
    10.1109/CHUSER.2012.6504298
  • Filename
    6504298