An evaluation of the usefulness of explanation in a case-based reasoning system for decision support in bronchiolitis treatment

被引:22
作者
Doyle, Donal [1 ]
Cunningham, Padraig
Walsh, Paul
机构
[1] Univ Dublin Trinity Coll, Dept Comp Sci, Dublin 2, Ireland
[2] Kern Med Ctr, Dept Emergency Med, Bakersfield, CA 93305 USA
关键词
decision support systems; case-based reasoning; explanations; justification; confidence;
D O I
10.1111/j.1467-8640.2006.00288.x
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The research presented here explores the hypothesis that the deployment and acceptance of decision support systems in medicine will be enhanced if the basis for the recommendation produced by the system is apparent. We describe a decision support system for advising on patients suffering from bronchiolitis. This system supports its recommendations with precedent cases selected to support the recommendation along with justification text that highlights aspects of these cases relevant to the query case. It also presents an estimate of its confidence in the recommendation. The main contribution of this paper is an evaluation of this system in a clinical context. The evaluation shows that this type of explanation does enhance the usefulness of the system for practitioners.
引用
收藏
页码:269 / 281
页数:13
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