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Identification of the Best Semantic Expansion to Query PubMed Through Automatic Performance Assessment of Four Search Strategies on All Medical Subject Heading Descriptors: Comparative Study.

Clément R MassonnaudGaétan KerdelhuéJulien GrosjeanRomain LelongNicolas GriffonStéfan Jacques Darmoni
Published in: JMIR medical informatics (2020)
This study highlights the importance of using semantic expansion strategies to improve information retrieval. However, the performances of a given strategy, relatively to another, varied greatly depending on the MeSH descriptor. These results confirm there is no ideal search strategy for all descriptors. Different semantic expansions should be used depending on the descriptor and the user's objectives. Thus, we developed an interface that allows users to input a descriptor and then proposes the best semantic expansion to maximize the three main metrics (precision, recall, and F-measure).
Keyphrases
  • healthcare
  • machine learning
  • deep learning