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A pattern-based knowledge editing system for building clinical Decision Support Systems

机译:用于构建临床决策支持系统的基于模式的知识编辑系统

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摘要

Decision support in medicine is being more and more configured as an innovative and valuable way for promoting more consistent, effective, and efficient medical practices. The broad acceptance and efficient application of Decision Support Systems to medical settings strongly require some mechanisms to conveniently update and handle these systems with respect to medical progress or adaptation in the treatment of individual diseases. In this respect, this paper proposes a pattern-based knowledge editing system to guide and assist the creation and formalization of condition-action clinical recommendations to be used in knowledge-based Decision Support Systems (in the following, DSSs). This system has been devised with the aim of: (i) offering a set of patterns for easily inserting and editing such clinical recommendations; (ii) synergistically combining multiple knowledge representation techniques to instantiate these patterns within hybrid knowledge bases (KBs), made of if-then rules built on the top of ontological vocabularies; (iii) reducing the complexity of the formalization process, by graphically guiding the definition of hybrid KBs that could be functional in the context of clinical DSSs and enabling their automatic encoding into machine executable languages. A usability evaluation has been carried out, showing a good satisfaction of medical users with respect to the system implemented, and, thus, proving both the feasibility and usefulness of the approach proposed.
机译:医学中的决策支持越来越多地被配置为一种创新且有价值的方式,以促进更加一致,有效和高效的医学实践。决策支持系统在医疗环境中的广泛接受和有效应用强烈需要一些机制来方便地更新和处理这些系统,以适应医学进步或适应性疾病的治疗。在这方面,本文提出了一种基于模式的知识编辑系统,以指导和协助在基于知识的决策支持系统(以下简称DSS)中使用条件作用临床建议的创建和形式化。设计该系统的目的是:(i)提供一组易于插入和编辑此类临床建议的模式; (ii)协同结合多种知识表示技术,以在混合知识库(KB)中实例化这些模式,这些知识库由基于本体词汇表顶部的if-then规则构成; (iii)通过以图形方式指导可在临床DSS范围内发挥作用的混合KB的定义,并使其能够自动编码为机器可执行语言,从而降低了形式化过程的复杂性。已经进行了可用性评估,表明医疗用户对所实施的系统具有良好的满意度,从而证明了所提出方法的可行性和实用性。

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