Evaluation of semantic similarity metrics applied to the automatic retrieval of medical documents: An UMLS approach
作者:
Highlights:
• We assess the implication of the correct parameterization of the UMLS Metathesaurus.
• We propose a retrieval system for medical documents represented by UMLS concepts.
• We assess the main semantic similarity metrics in a context based on medical records.
• Using simple metrics in real-life contexts provides a best performance.
摘要
•We assess the implication of the correct parameterization of the UMLS Metathesaurus.•We propose a retrieval system for medical documents represented by UMLS concepts.•We assess the main semantic similarity metrics in a context based on medical records.•Using simple metrics in real-life contexts provides a best performance.
论文关键词:Semantic similarity,Information retrieval,Electronic Health Record,UMLS
论文评审过程:Received 21 April 2015, Revised 27 August 2015, Accepted 19 September 2015, Available online 28 September 2015, Version of Record 10 November 2015.
论文官网地址:https://doi.org/10.1016/j.eswa.2015.09.028