Leveraging PubMed to Create a Specialty-Based Sense Inventory for Spanish Acronym Resolution.
Alexandra Pomares-Quimbaya1, Pilar López-Úbeda2, Michel Oleynik3
1Pontificia Universidad Javeriana, Bogotá, Colombia.
Studies in Health Technology and Informatics
|June 24, 2020
Summary
This study introduces a Spanish clinical acronym resource to improve natural language processing. The developed inventory aids in identifying and resolving acronyms across 51 medical specialties, enhancing clinical text analysis.
Area of Science:
- Clinical Natural Language Processing
- Biomedical Informatics
- Computational Linguistics
Background:
- Acronyms are prevalent in clinical texts, posing challenges for identification and disambiguation.
- Accurate acronym resolution is crucial for effective clinical natural language processing (NLP).
Purpose of the Study:
- To develop a comprehensive resource for Spanish clinical acronym resolution.
- To organize acronyms by clinical specialty with expansions and corpus-driven features.
Main Methods:
- Creation of a Spanish acronym resource covering 51 clinical specialties.
- Identification of language-independent and language-dependent acronym expansions.
- Analysis of acronym sense inventory across different medical fields.
Main Results:
- The resource contains 3,603 acronyms across 51 specialties.
- Identified 228 language-independent acronyms and 391 language-dependent expansions.
- Novel insights into Spanish biomedical acronym usage were uncovered.
Conclusions:
- The developed resource significantly contributes to Spanish clinical NLP.
- Facilitates improved accuracy in identifying and resolving clinical acronyms.
- Enhances the analysis of biomedical Spanish texts through better acronym understanding.
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