Foundations for a methodology for medical KBS development

Gertjan van Heijst, Guus Schreiber, Giordano Lanzola, Marlo Stefanelli
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引用次数: 24

Abstract

This paper presents the foundations for a methodology for the construction of medical knowledge based systems (KBS). To date, the lack of a methodology that takes into account the typical demands posed by medical environments has hindered the practical application of knowledge technology in medical settings. Our approach views the development process as comprising two activities: the construction of a knowledge level model and the subsequent translation of the model into a computational model in such a way that the connections between the computational structures and their knowledge level counterparts are maintained. The availability of these connections enables a KBS to communicate with domain experts in knowledge level terminology while it can use efficient reasoning techniques for the actual computations. To support the methodology a number of tools have been developed which are described. The approach is illustrated with a scenario in the area of treatment of acute myeloid leukemia.

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医学KBS开发方法论的基础
本文为构建基于医学知识的系统(KBS)的方法论奠定了基础。迄今为止,由于缺乏考虑到医疗环境提出的典型需求的方法,阻碍了知识技术在医疗环境中的实际应用。我们的方法将开发过程视为包括两个活动:构建知识级模型和随后将模型转换为计算模型,以保持计算结构与其知识级对应物之间的联系。这些连接的可用性使KBS能够在知识级术语中与领域专家进行通信,同时可以使用高效的推理技术进行实际计算。为了支持该方法,已经开发了许多工具,并对其进行了描述。该方法在急性髓系白血病治疗领域的一个场景中进行了说明。
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