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Approaches to Eliminating Cycles in the UMLS Metathesaurus: Naïvevs. Formal

机译:消除UMLS同义词库中的循环的方法:天真与正式

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摘要

Applications exploiting the hierarchical relations recorded in the Unified Medical Language System (UMLS) Metathesaurus suffer from the presence of inconsistencies in these relations. A formal approach to identifying and eliminating circular hierarchical relations has been proposed in previous work, leading to the creation of a directed acyclic Metathesaurus graph. However, this approach is at best semi-automatic and its implementation is far from trivial. A simpler, alternative approach consists in avoiding loops while traversing the Metathesaurus graph by preventing nodes from being visited twice. Our objective is to evaluate the benefit of the formal approach to eliminating cycles over a naïve approach to avoiding them. To this end, we compared the size and semantic coherence of sets of descendants obtained by both approaches. 12% of the concepts with descendants exhibit some differences. The formal approach significantly reduces the number of descendants in these cases. The benefits in terms of semantic coherence are more subtle.
机译:利用统一医学语言系统(UMLS)元同义词库中记录的层次关系的应用程序遭受这些关系不一致的困扰。在先前的工作中已经提出了一种识别和消除圆形层次关系的正式方法,从而导致了有向无环元同义词库图的创建。但是,这种方法充其量是半自动的,其实现绝非易事。一种更简单的替代方法是通过防止两次访问节点来遍历Metathesaurus图,从而避免出现循环。我们的目标是评估相比于单纯的避免循环的方法,消除循环的形式化方法的好处。为此,我们比较了通过两种方法获得的后代集合的大小和语义一致性。具有后代的概念中有12%表现出一些差异。在这些情况下,正式方法大大减少了后代的数量。语义一致性方面的好处更加微妙。

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