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An Automated Approach to Mapping External Terminologies to the UMLS

机译:一种将外部术语映射到UMLS的自动化方法

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摘要

Nowadays, providing interoperability between different biomedical terminologies is a critical issue for efficient information sharing. One problem making interoperability difficult is the lack of automated methods simplifying the mapping process. In this study, we propose an automated approach to mapping external terminologies to the Unified Medical Language System (UMLS). Our approach applies a sequential combination of two basic matching methods classically used in ontology matching. First, a lexical technique identifies similar strings between the external terminology and the UMLS. Second, a structure-based technique validates, in part, the lexical alignmentby computing paths to top-level concepts and checking the compatibility of these top-level concepts across the external terminology and the UMLS. The method was applied to the mapping of the large-scale biomedical thesaurus EMTREE to the complete UMLS Metathesaurus. In total, 47.9% coverage of EMTREE terms was reached, leading to 80% coverage of EMTREE concepts. Our method has revealed a high compatibility in 6 out of 15 top-level categories across terminologies. The validation of lexical mappings ranges over 75.8% of the total lexical alignment. Overall, the method rules out a total of 6927 (7.9%) lexical mappings, with a global precision of 78%.
机译:如今,在不同的生物医学术语之间提供互操作性是有效信息共享的关键问题。使互操作性困难的一个问题是缺乏简化映射过程的自动化方法。在这项研究中,我们提出了一种自动方法来将外部术语映射到统一医学语言系统(UMLS)。我们的方法应用了在本体匹配中经典使用的两种基本匹配方法的顺序组合。首先,词汇技术可以识别外部术语和UMLS之间的相似字符串。其次,基于结构的技术通过计算通向顶级概念的路径并检查这些顶级概念在外部术语和UMLS中的兼容性来部分验证词法对齐。该方法应用于大规模生物医学词库EMTREE到完整的UMLS元词库的映射。总体上,EMTREE术语覆盖率达到47.9%,从而使EMTREE概念覆盖率达到80%。我们的方法显示出在15种顶级术语中的6种具有很高的兼容性。词汇映射的验证范围占总词汇对齐的75.8%以上。总体而言,该方法排除了总共6927(7.9%)的词法映射,全局精度为78%。

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