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O-JMeSH: Creating a Bilingual English-Japanese Controlled Vocabulary of MeSH UIDs Through Machine Translation and Mutual Information

Overview
Journal Genomics Inform
Publisher Biomed Central
Specialty Biology
Date 2021 Oct 12
PMID 34638173
Citations 1
Authors
Affiliations
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Abstract

Previous approaches to create a controlled vocabulary for Japanese have resorted to existing bilingual dictionary and transformation rules to allow such mappings. However, given the possible new terms introduced due to coronavirus disease 2019 (COVID-19) and the emphasis on respiratory and infection-related terms, coverage might not be guaranteed. We propose creating a Japanese bilingual controlled vocabulary based on MeSH terms assigned to COVID-19 related publications in this work. For such, we resorted to manual curation of several bilingual dictionaries and a computational approach based on machine translation of sentences containing such terms and the ranking of possible translations for the individual terms by mutual information. Our results show that we achieved nearly 99% occurrence coverage in LitCovid, while our computational approach presented average accuracy of 63.33% for all terms, and 84.51% for drugs and chemicals.

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PMID: 34638167 PMC: 8510870. DOI: 10.5808/gi.19.3.e1.

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