Leveraging deep learning to understand health beliefs about the Human Papillomavirus Vaccine from social media

Our aim was to characterize health beliefs about the human papillomavirus (HPV) vaccine in a large set of Twitter posts (tweets). We collected a Twitter data set related to the HPV vaccine from 1 January 2014, to 31 December 2017. We proposed a deep-learning-based framework to mine health beliefs on...

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Autores principales: Du, Jingcheng, Cunningham, Rachel M., Xiang, Yang, Li, Fang, Jia, Yuxi, Boom, Julie A., Myneni, Sahiti, Bian, Jiang, Luo, Chongliang, Chen, Yong, Tao, Cui
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2019
Materias:
Brief Communication
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6550201/
https://www.ncbi.nlm.nih.gov/pubmed/31304374
http://dx.doi.org/10.1038/s41746-019-0102-4
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author Du, Jingcheng
Cunningham, Rachel M.
Xiang, Yang
Li, Fang
Jia, Yuxi
Boom, Julie A.
Myneni, Sahiti
Bian, Jiang
Luo, Chongliang
Chen, Yong
Tao, Cui
author_facet Du, Jingcheng
Cunningham, Rachel M.
Xiang, Yang
Li, Fang
Jia, Yuxi
Boom, Julie A.
Myneni, Sahiti
Bian, Jiang
Luo, Chongliang
Chen, Yong
Tao, Cui
author_sort Du, Jingcheng
collection PubMed
description Our aim was to characterize health beliefs about the human papillomavirus (HPV) vaccine in a large set of Twitter posts (tweets). We collected a Twitter data set related to the HPV vaccine from 1 January 2014, to 31 December 2017. We proposed a deep-learning-based framework to mine health beliefs on the HPV vaccine from Twitter. Deep learning achieved high performance in terms of sensitivity, specificity, and accuracy. A retrospective analysis of health beliefs found that HPV vaccine beliefs may be evolving on Twitter.
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spelling pubmed-65502012019-07-12 Leveraging deep learning to understand health beliefs about the Human Papillomavirus Vaccine from social media Du, Jingcheng Cunningham, Rachel M. Xiang, Yang Li, Fang Jia, Yuxi Boom, Julie A. Myneni, Sahiti Bian, Jiang Luo, Chongliang Chen, Yong Tao, Cui NPJ Digit Med Brief Communication Our aim was to characterize health beliefs about the human papillomavirus (HPV) vaccine in a large set of Twitter posts (tweets). We collected a Twitter data set related to the HPV vaccine from 1 January 2014, to 31 December 2017. We proposed a deep-learning-based framework to mine health beliefs on the HPV vaccine from Twitter. Deep learning achieved high performance in terms of sensitivity, specificity, and accuracy. A retrospective analysis of health beliefs found that HPV vaccine beliefs may be evolving on Twitter. Nature Publishing Group UK 2019-04-15 /pmc/articles/PMC6550201/ /pubmed/31304374 http://dx.doi.org/10.1038/s41746-019-0102-4 Text en © The Author(s) 2019 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Brief Communication
Du, Jingcheng
Cunningham, Rachel M.
Xiang, Yang
Li, Fang
Jia, Yuxi
Boom, Julie A.
Myneni, Sahiti
Bian, Jiang
Luo, Chongliang
Chen, Yong
Tao, Cui
Leveraging deep learning to understand health beliefs about the Human Papillomavirus Vaccine from social media
title Leveraging deep learning to understand health beliefs about the Human Papillomavirus Vaccine from social media
title_full Leveraging deep learning to understand health beliefs about the Human Papillomavirus Vaccine from social media
title_fullStr Leveraging deep learning to understand health beliefs about the Human Papillomavirus Vaccine from social media
title_full_unstemmed Leveraging deep learning to understand health beliefs about the Human Papillomavirus Vaccine from social media
title_short Leveraging deep learning to understand health beliefs about the Human Papillomavirus Vaccine from social media
title_sort leveraging deep learning to understand health beliefs about the human papillomavirus vaccine from social media
topic Brief Communication
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6550201/
https://www.ncbi.nlm.nih.gov/pubmed/31304374
http://dx.doi.org/10.1038/s41746-019-0102-4
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