Recent Advances in Using Natural Language Processing to Address Public Health Research Questions Using Social Media and ConsumerGenerated Data.
Journal
Yearbook of medical informatics
ISSN: 2364-0502
Titre abrégé: Yearb Med Inform
Pays: Germany
ID NLM: 9312666
Informations de publication
Date de publication:
Aug 2019
Aug 2019
Historique:
entrez:
17
8
2019
pubmed:
17
8
2019
medline:
18
12
2019
Statut:
ppublish
Résumé
We present a narrative review of recent work on the utilisation of Natural Language Processing (NLP) for the analysis of social media (including online health communities) specifically for public health applications. We conducted a literature review of NLP research that utilised social media or online consumer-generated text for public health applications, focussing on the years 2016 to 2018. Papers were identified in several ways, including PubMed searches and the inspection of recent conference proceedings from the Association of Computational Linguistics (ACL), the Conference on Human Factors in Computing Systems (CHI), and the International AAAI (Association for the Advancement of Artificial Intelligence) Conference on Web and Social Media (ICWSM). Popular data sources included Twitter, Reddit, various online health communities, and Facebook. In the recent past, communicable diseases (e.g., influenza, dengue) have been the focus of much social media-based NLP health research. However, mental health and substance use and abuse (including the use of tobacco, alcohol, marijuana, and opioids) have been the subject of an increasing volume of research in the 2016 - 2018 period. Associated with this trend, the use of lexicon-based methods remains popular given the availability of psychologically validated lexical resources suitable for mental health and substance abuse research. Finally, we found that in the period under review "modern" machine learning methods (i.e. deep neural-network-based methods), while increasing in popularity, remain less widely used than "classical" machine learning methods.
Identifiants
pubmed: 31419834
doi: 10.1055/s-0039-1677918
pmc: PMC6697505
doi:
Types de publication
Journal Article
Langues
eng
Sous-ensembles de citation
IM
Pagination
208-217Subventions
Organisme : NIDA NIH HHS
ID : R21 DA043775
Pays : United States
Informations de copyright
Georg Thieme Verlag KG Stuttgart.
Déclaration de conflit d'intérêts
Disclosure The authors report no conflicts of interest in this work.
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