Cargando…
The Unified Medical Language System SPECIALIST Lexicon and Lexical Tools: Development and applications
Natural language processing (NLP) plays a vital role in modern medical informatics. It converts narrative text or unstructured data into knowledge by analyzing and extracting concepts. A comprehensive lexical system is the foundation to the success of NLP applications and an essential component at t...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7580801/ https://www.ncbi.nlm.nih.gov/pubmed/32472120 http://dx.doi.org/10.1093/jamia/ocaa056 |
_version_ | 1783598847746899968 |
---|---|
author | Lu, Chris J Payne, Amanda Mork, James G |
author_facet | Lu, Chris J Payne, Amanda Mork, James G |
author_sort | Lu, Chris J |
collection | PubMed |
description | Natural language processing (NLP) plays a vital role in modern medical informatics. It converts narrative text or unstructured data into knowledge by analyzing and extracting concepts. A comprehensive lexical system is the foundation to the success of NLP applications and an essential component at the beginning of the NLP pipeline. The SPECIALIST Lexicon and Lexical Tools, distributed by the National Library of Medicine as one of the Unified Medical Language System Knowledge Sources, provides an underlying resource for many NLP applications. This article reports recent developments of 3 key components in the Lexicon. The core NLP operation of Unified Medical Language System concept mapping is used to illustrate the importance of these developments. Our objective is to provide generic, broad coverage and a robust lexical system for NLP applications. A novel multiword approach and other planned developments are proposed. |
format | Online Article Text |
id | pubmed-7580801 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-75808012020-10-28 The Unified Medical Language System SPECIALIST Lexicon and Lexical Tools: Development and applications Lu, Chris J Payne, Amanda Mork, James G J Am Med Inform Assoc Case Report Natural language processing (NLP) plays a vital role in modern medical informatics. It converts narrative text or unstructured data into knowledge by analyzing and extracting concepts. A comprehensive lexical system is the foundation to the success of NLP applications and an essential component at the beginning of the NLP pipeline. The SPECIALIST Lexicon and Lexical Tools, distributed by the National Library of Medicine as one of the Unified Medical Language System Knowledge Sources, provides an underlying resource for many NLP applications. This article reports recent developments of 3 key components in the Lexicon. The core NLP operation of Unified Medical Language System concept mapping is used to illustrate the importance of these developments. Our objective is to provide generic, broad coverage and a robust lexical system for NLP applications. A novel multiword approach and other planned developments are proposed. Oxford University Press 2020-05-29 /pmc/articles/PMC7580801/ /pubmed/32472120 http://dx.doi.org/10.1093/jamia/ocaa056 Text en © The Author(s) 2020. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: journals.permissions@oup.com http://creativecommons.org/licenses/by-nc/4.0/ This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Case Report Lu, Chris J Payne, Amanda Mork, James G The Unified Medical Language System SPECIALIST Lexicon and Lexical Tools: Development and applications |
title | The Unified Medical Language System SPECIALIST Lexicon and Lexical Tools: Development and applications |
title_full | The Unified Medical Language System SPECIALIST Lexicon and Lexical Tools: Development and applications |
title_fullStr | The Unified Medical Language System SPECIALIST Lexicon and Lexical Tools: Development and applications |
title_full_unstemmed | The Unified Medical Language System SPECIALIST Lexicon and Lexical Tools: Development and applications |
title_short | The Unified Medical Language System SPECIALIST Lexicon and Lexical Tools: Development and applications |
title_sort | unified medical language system specialist lexicon and lexical tools: development and applications |
topic | Case Report |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7580801/ https://www.ncbi.nlm.nih.gov/pubmed/32472120 http://dx.doi.org/10.1093/jamia/ocaa056 |
work_keys_str_mv | AT luchrisj theunifiedmedicallanguagesystemspecialistlexiconandlexicaltoolsdevelopmentandapplications AT payneamanda theunifiedmedicallanguagesystemspecialistlexiconandlexicaltoolsdevelopmentandapplications AT morkjamesg theunifiedmedicallanguagesystemspecialistlexiconandlexicaltoolsdevelopmentandapplications AT luchrisj unifiedmedicallanguagesystemspecialistlexiconandlexicaltoolsdevelopmentandapplications AT payneamanda unifiedmedicallanguagesystemspecialistlexiconandlexicaltoolsdevelopmentandapplications AT morkjamesg unifiedmedicallanguagesystemspecialistlexiconandlexicaltoolsdevelopmentandapplications |