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Quantitative and Qualitative Approaches to Reasoning under Uncertainty in Medical Decision Making

机译:医疗决策不确定性下的定量和定性推理方法

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Medical decision making frequently requires the effective management and communication of uncertainty and risk. However a tension exists between classical probability theory, which is precise and rigorous but which people find non-intuitive and difficult to use, and qualitative approaches which are ad hoc but can be more versatile and easily comprehensible. In this paper we review a range of approaches to uncertainty management, then describe a logical approach, argumentation, which subsumes qualitative as well as quantitative representations and has a clear formal semantics. The approach is illustrated and evaluated in five decision support applications.
机译:医疗决策通常需要对不确定性和风险进行有效的管理和沟通。但是,在经典概率论(精确而严谨但人们不直观且难以使用)与定性方法(临时但可以更通用,更容易理解)之间存在张力。在本文中,我们回顾了不确定性管理的一系列方法,然后描述了一种逻辑方法,论证,它包含了定性和定量表示形式,并且具有清晰的形式语义。在五个决策支持应用程序中说明并评估了该方法。

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