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Clinical Natural Language Processing in languages other than English: opportunities and challenges.
In: ISSN: 2041-1480 ; Journal of Biomedical Semantics ; https://hal.archives-ouvertes.fr/hal-01842518 ; Journal of Biomedical Semantics, BioMed Central, 2018, 9, 13p. ⟨10.1186/s13326-018-0179-8⟩ (2018)
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Clinical Natural Language Processing in languages other than English: opportunities and challenges
Abstract: Background: Natural language processing applied to clinical text or aimed at a clinical outcome has been thriving in recent years. This paper offers the first broad overview of clinical Natural Language Processing (NLP) for languages other than English. Recent studies are summarized to offer insights and outline opportunities in this area. Main Body We envision three groups of intended readers: (1) NLP researchers leveraging experience gained in other languages, (2) NLP researchers faced with establishing clinical text processing in a language other than English, and (3) clinical informatics researchers and practitioners looking for resources in their languages in order to apply NLP techniques and tools to clinical practice and/or investigation. We review work in clinical NLP in languages other than English. We classify these studies into three groups: (i) studies describing the development of new NLP systems or components de novo, (ii) studies describing the adaptation of NLP architectures developed for English to another language, and (iii) studies focusing on a particular clinical application. Conclusion: We show the advantages and drawbacks of each method, and highlight the appropriate application context. Finally, we identify major challenges and opportunities that will affect the impact of NLP on clinical practice and public health studies in a context that encompasses English as well as other languages. ; Version of Record
Keyword: Clinical Decision-Making; Languages other than English; Natural Language Processing
URL: http://nrs.harvard.edu/urn-3:HUL.InstRepos:37067867
https://doi.org/10.1186/s13326-018-0179-8
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3
Characteristics and Analysis of Finnish and Swedish Clinical Intensive Care Nursing Narratives
In: Proceedings of the The 11th Annual Conference of the North American Chapter of the Association for Computational Linguistics ; http://naaclhlt2010.isi.edu/ (2015)
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Characteristics of Finnish and Swedish intensive care nursing narratives: a comparative analysis to support the development of clinical language technologies
In: Journal of Biomedical Semantics (2015)
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Characteristics and Analysis of Finnish and Swedish Clinical Intensive Care Nursing Narratives
In: Proceedings of the The 11th Annual Conference of the North American Chapter of the Association for Computational Linguistics ; http://naaclhlt2010.isi.edu/ (2015)
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6
Characteristics of Finnish and Swedish intensive care nursing narratives: a comparative analysis to support the development of clinical language technologies
In: Journal of Biomedical Semantics (2015)
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