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Performance evaluation of unified medical language system(®)'s synonyms expansion to query PubMed

BACKGROUND: PubMed is the main access to medical literature on the Internet. In order to enhance the performance of its information retrieval tools, primarily non-indexed citations, the authors propose a method: expanding users' queries using Unified Medical Language System' (UMLS) synonym...

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Detalles Bibliográficos
Autores principales: Griffon, Nicolas, Chebil, Wiem, Rollin, Laetitia, Kerdelhue, Gaetan, Thirion, Benoit, Gehanno, Jean-François, Darmoni, Stéfan Jacques
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3309945/
https://www.ncbi.nlm.nih.gov/pubmed/22376010
http://dx.doi.org/10.1186/1472-6947-12-12
Descripción
Sumario:BACKGROUND: PubMed is the main access to medical literature on the Internet. In order to enhance the performance of its information retrieval tools, primarily non-indexed citations, the authors propose a method: expanding users' queries using Unified Medical Language System' (UMLS) synonyms i.e. all the terms gathered under one unique Concept Unique Identifier. METHODS: This method was evaluated using queries constructed to emphasize the differences between this new method and the current PubMed automatic term mapping. Four experts assessed citation relevance. RESULTS: Using UMLS, we were able to retrieve new citations in 45.5% of queries, which implies a small increase in recall. The new strategy led to a heterogeneous 23.7% mean increase in non-indexed citation retrieved. Of these, 82% have been published less than 4 months earlier. The overall mean precision was 48.4% but differed according to the evaluators, ranging from 36.7% to 88.1% (Inter rater agreement was poor: kappa = 0.34). CONCLUSIONS: This study highlights the need for specific search tools for each type of user and use-cases. The proposed strategy may be useful to retrieve recent scientific advancement.