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Social media behavior is associated with vaccine hesitancy
Understanding how vaccine hesitancy relates to online behavior is crucial for addressing current and future disease outbreaks. We combined survey data measuring attitudes toward the COVID-19 vaccine with Twitter data in two studies (N(1) = 464 Twitter users, N(2) = 1,600 Twitter users) with preregis...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9802475/ https://www.ncbi.nlm.nih.gov/pubmed/36714849 http://dx.doi.org/10.1093/pnasnexus/pgac207 |
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author | Rathje, Steve He, James K Roozenbeek, Jon Van Bavel, Jay J van der Linden, Sander |
author_facet | Rathje, Steve He, James K Roozenbeek, Jon Van Bavel, Jay J van der Linden, Sander |
author_sort | Rathje, Steve |
collection | PubMed |
description | Understanding how vaccine hesitancy relates to online behavior is crucial for addressing current and future disease outbreaks. We combined survey data measuring attitudes toward the COVID-19 vaccine with Twitter data in two studies (N(1) = 464 Twitter users, N(2) = 1,600 Twitter users) with preregistered hypotheses to examine how real-world social media behavior is associated with vaccine hesitancy in the United States (US) and the United Kingdom (UK). In Study 1, we found that following the accounts of US Republican politicians or hyper-partisan/low-quality news sites were associated with lower confidence in the COVID-19 vaccine—even when controlling for key demographics such as self-reported political ideology and education. US right-wing influencers (e.g. Candace Owens, Tucker Carlson) had followers with the lowest confidence in the vaccine. Network analysis revealed that participants who were low and high in vaccine confidence separated into two distinct communities (or “echo chambers”), and centrality in the more right-wing community was associated with vaccine hesitancy in the US, but not in the UK. In Study 2, we found that one's likelihood of not getting the vaccine was associated with retweeting and favoriting low-quality news websites on Twitter. Altogether, we show that vaccine hesitancy is associated with following, sharing, and interacting with low-quality information online, as well as centrality within a conservative-leaning online community in the US. These results illustrate the potential challenges of encouraging vaccine uptake in a polarized social media environment. |
format | Online Article Text |
id | pubmed-9802475 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-98024752023-01-26 Social media behavior is associated with vaccine hesitancy Rathje, Steve He, James K Roozenbeek, Jon Van Bavel, Jay J van der Linden, Sander PNAS Nexus Social and Political Sciences Understanding how vaccine hesitancy relates to online behavior is crucial for addressing current and future disease outbreaks. We combined survey data measuring attitudes toward the COVID-19 vaccine with Twitter data in two studies (N(1) = 464 Twitter users, N(2) = 1,600 Twitter users) with preregistered hypotheses to examine how real-world social media behavior is associated with vaccine hesitancy in the United States (US) and the United Kingdom (UK). In Study 1, we found that following the accounts of US Republican politicians or hyper-partisan/low-quality news sites were associated with lower confidence in the COVID-19 vaccine—even when controlling for key demographics such as self-reported political ideology and education. US right-wing influencers (e.g. Candace Owens, Tucker Carlson) had followers with the lowest confidence in the vaccine. Network analysis revealed that participants who were low and high in vaccine confidence separated into two distinct communities (or “echo chambers”), and centrality in the more right-wing community was associated with vaccine hesitancy in the US, but not in the UK. In Study 2, we found that one's likelihood of not getting the vaccine was associated with retweeting and favoriting low-quality news websites on Twitter. Altogether, we show that vaccine hesitancy is associated with following, sharing, and interacting with low-quality information online, as well as centrality within a conservative-leaning online community in the US. These results illustrate the potential challenges of encouraging vaccine uptake in a polarized social media environment. Oxford University Press 2022-09-30 /pmc/articles/PMC9802475/ /pubmed/36714849 http://dx.doi.org/10.1093/pnasnexus/pgac207 Text en © The Author(s) 2022. Published by Oxford University Press on behalf of National Academy of Sciences. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Social and Political Sciences Rathje, Steve He, James K Roozenbeek, Jon Van Bavel, Jay J van der Linden, Sander Social media behavior is associated with vaccine hesitancy |
title | Social media behavior is associated with vaccine hesitancy |
title_full | Social media behavior is associated with vaccine hesitancy |
title_fullStr | Social media behavior is associated with vaccine hesitancy |
title_full_unstemmed | Social media behavior is associated with vaccine hesitancy |
title_short | Social media behavior is associated with vaccine hesitancy |
title_sort | social media behavior is associated with vaccine hesitancy |
topic | Social and Political Sciences |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9802475/ https://www.ncbi.nlm.nih.gov/pubmed/36714849 http://dx.doi.org/10.1093/pnasnexus/pgac207 |
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