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HPV vaccine narratives on Twitter during the COVID-19 pandemic: a social network, thematic, and sentiment analysis
INTRODUCTION: The COVID-19 pandemic has increased online interactions and the spread of misinformation. Some researchers anticipate benefits stemming from improved public awareness of the value of vaccines while others worry concerns around vaccine development and public health mandates may have dam...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102693/ https://www.ncbi.nlm.nih.gov/pubmed/37060069 http://dx.doi.org/10.1186/s12889-023-15615-w |
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author | Boucher, Jean-Christophe Kim, So Youn Jessiman-Perreault, Geneviève Edwards, Jack Smith, Henry Frenette, Nicole Badami, Abbas Scott, Lisa Allen |
author_facet | Boucher, Jean-Christophe Kim, So Youn Jessiman-Perreault, Geneviève Edwards, Jack Smith, Henry Frenette, Nicole Badami, Abbas Scott, Lisa Allen |
author_sort | Boucher, Jean-Christophe |
collection | PubMed |
description | INTRODUCTION: The COVID-19 pandemic has increased online interactions and the spread of misinformation. Some researchers anticipate benefits stemming from improved public awareness of the value of vaccines while others worry concerns around vaccine development and public health mandates may have damaged public trust. There is a need to understand whether the COVID-19 pandemic, vaccine development, and vaccine mandates have influenced HPV vaccine attitudes and sentiments to inform health communication strategies. METHODS: We collected 596,987 global English-language tweets from January 2019-May 2021 using Twitter’s Academic Research Product track. We determined vaccine confident and hesitant networks discussing HPV immunization using social network analysis. Then, we used a neural network approach to natural language processing to measure narratives and sentiment pertaining to HPV immunization. RESULTS: Most of the tweets in the vaccine hesitant network were negative in tone (54.9%) and focused on safety concerns surrounding the HPV vaccine while most of the tweets in the vaccine confident network were neutral (51.6%) and emphasized the health benefits of vaccination. Growth in negative sentiment among the vaccine hesitant network corresponded with legislative efforts in the State of New York to mandate HPV vaccination for public school students in 2019 and the WHO declaration of COVID-19 as a Global Health Emergency in 2020. In the vaccine confident network, the number of tweets concerning the HPV vaccine decreased during the COVID-19 pandemic but in both vaccine hesitant and confident networks, the sentiments, and themes of tweets about HPV vaccine were unchanged. CONCLUSIONS: Although we did not observe a difference in narratives or sentiments surrounding the HPV vaccine during the COVID-19 pandemic, we observed a decreased focus on the HPV vaccine among vaccine confident groups. As routine vaccine catch-up programs restart, there is a need to invest in health communication online to raise awareness about the benefits and safety of the HPV vaccine. |
format | Online Article Text |
id | pubmed-10102693 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-101026932023-04-15 HPV vaccine narratives on Twitter during the COVID-19 pandemic: a social network, thematic, and sentiment analysis Boucher, Jean-Christophe Kim, So Youn Jessiman-Perreault, Geneviève Edwards, Jack Smith, Henry Frenette, Nicole Badami, Abbas Scott, Lisa Allen BMC Public Health Research INTRODUCTION: The COVID-19 pandemic has increased online interactions and the spread of misinformation. Some researchers anticipate benefits stemming from improved public awareness of the value of vaccines while others worry concerns around vaccine development and public health mandates may have damaged public trust. There is a need to understand whether the COVID-19 pandemic, vaccine development, and vaccine mandates have influenced HPV vaccine attitudes and sentiments to inform health communication strategies. METHODS: We collected 596,987 global English-language tweets from January 2019-May 2021 using Twitter’s Academic Research Product track. We determined vaccine confident and hesitant networks discussing HPV immunization using social network analysis. Then, we used a neural network approach to natural language processing to measure narratives and sentiment pertaining to HPV immunization. RESULTS: Most of the tweets in the vaccine hesitant network were negative in tone (54.9%) and focused on safety concerns surrounding the HPV vaccine while most of the tweets in the vaccine confident network were neutral (51.6%) and emphasized the health benefits of vaccination. Growth in negative sentiment among the vaccine hesitant network corresponded with legislative efforts in the State of New York to mandate HPV vaccination for public school students in 2019 and the WHO declaration of COVID-19 as a Global Health Emergency in 2020. In the vaccine confident network, the number of tweets concerning the HPV vaccine decreased during the COVID-19 pandemic but in both vaccine hesitant and confident networks, the sentiments, and themes of tweets about HPV vaccine were unchanged. CONCLUSIONS: Although we did not observe a difference in narratives or sentiments surrounding the HPV vaccine during the COVID-19 pandemic, we observed a decreased focus on the HPV vaccine among vaccine confident groups. As routine vaccine catch-up programs restart, there is a need to invest in health communication online to raise awareness about the benefits and safety of the HPV vaccine. BioMed Central 2023-04-14 /pmc/articles/PMC10102693/ /pubmed/37060069 http://dx.doi.org/10.1186/s12889-023-15615-w Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis 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 licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence 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 licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Boucher, Jean-Christophe Kim, So Youn Jessiman-Perreault, Geneviève Edwards, Jack Smith, Henry Frenette, Nicole Badami, Abbas Scott, Lisa Allen HPV vaccine narratives on Twitter during the COVID-19 pandemic: a social network, thematic, and sentiment analysis |
title | HPV vaccine narratives on Twitter during the COVID-19 pandemic: a social network, thematic, and sentiment analysis |
title_full | HPV vaccine narratives on Twitter during the COVID-19 pandemic: a social network, thematic, and sentiment analysis |
title_fullStr | HPV vaccine narratives on Twitter during the COVID-19 pandemic: a social network, thematic, and sentiment analysis |
title_full_unstemmed | HPV vaccine narratives on Twitter during the COVID-19 pandemic: a social network, thematic, and sentiment analysis |
title_short | HPV vaccine narratives on Twitter during the COVID-19 pandemic: a social network, thematic, and sentiment analysis |
title_sort | hpv vaccine narratives on twitter during the covid-19 pandemic: a social network, thematic, and sentiment analysis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10102693/ https://www.ncbi.nlm.nih.gov/pubmed/37060069 http://dx.doi.org/10.1186/s12889-023-15615-w |
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