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