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
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