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Vocabulary structure and its impact on term weighting

机译:词汇结构及其对术语加权的影响

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摘要

Due to its specific linguistic properties, the language found in clinical records has been characterized as a distinct sublanguage. Even within the clinical domain, though, there are major differences in language use, which has led to more fine-grained distinctions based on medical fields and document types. However, previous work has mostly neglected the influence of term variation. By contrast, we propose to integrate the potential for term variation in the characterization of clinical sublanguages. By analyzing a corpus of clinical records, we show that the different sections of these records vary systematically with regard to their lexical, terminological and semantic composition, as well as their potential for term variation. These properties have implications for automatic term recognition, as they influence the performance of frequency-based term weighting.
机译:由于其特定的语言特性,在临床记录中发现的语言已被表征为独特的亚语言。但是,即使在临床领域,语言使用也存在重大差异,这导致了基于医学领域和文档类型的更细粒度的区别。但是,以前的工作大多忽略了术语变化的影响。相比之下,我们建议在临床亚语言的表征中整合术语变化的潜力。通过分析临床记录的语料库,我们显示这些记录的不同部分在词汇,术语和语义组成以及术语变化的潜力方面都存在系统性差异。这些属性影响自动术语识别,因为它们会影响基于频率的术语加权的性能。

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