Cargando…

Cross-platform spread: vaccine-related content, sources, and conspiracy theories in YouTube videos shared in early Twitter COVID-19 conversations

High uptake of vaccinations is essential in fighting infectious diseases, including severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) that causes the ongoing coronavirus disease 2019 (COVID-19) pandemic. Social media play a crucial role in propagating misinformation about vaccination, inc...

Descripción completa

Detalles Bibliográficos
Autores principales: Ginossar, Tamar, Cruickshank, Iain J., Zheleva, Elena, Sulskis, Jason, Berger-Wolf, Tanya
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Taylor & Francis 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8920146/
https://www.ncbi.nlm.nih.gov/pubmed/35061560
http://dx.doi.org/10.1080/21645515.2021.2003647
_version_ 1784669063964786688
author Ginossar, Tamar
Cruickshank, Iain J.
Zheleva, Elena
Sulskis, Jason
Berger-Wolf, Tanya
author_facet Ginossar, Tamar
Cruickshank, Iain J.
Zheleva, Elena
Sulskis, Jason
Berger-Wolf, Tanya
author_sort Ginossar, Tamar
collection PubMed
description High uptake of vaccinations is essential in fighting infectious diseases, including severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) that causes the ongoing coronavirus disease 2019 (COVID-19) pandemic. Social media play a crucial role in propagating misinformation about vaccination, including through conspiracy theories and can negatively impact trust in vaccination. Users typically engage with multiple social media platforms; however, little is known about the role and content of cross-platform use in spreading vaccination-related information. This study examined the content and dynamics of YouTube videos shared in vaccine-related tweets posted to COVID-19 conversations before the COVID-19 vaccine rollout. We screened approximately 144 million tweets posted to COVID-19 conversations and identified 930,539 unique tweets in English that discussed vaccinations posted between 1 February and 23 June 2020. We then identified links to 2,097 unique YouTube videos that were tweeted. Analysis of the video transcripts using Latent Dirichlet Allocation topic modeling and independent coders indicate the dominance of conspiracy theories. Following the World Health Organization’s declaration of the COVID-19 outbreak as a public health emergency of international concern, anti-vaccination frames rapidly transitioned from claiming that vaccines cause autism to pandemic conspiracy theories, often featuring Bill Gates. Content analysis of the 20 most tweeted videos revealed that the majority (n = 15) opposed vaccination and included conspiracy theories. Their spread on Twitter was consistent with spamming and coordinated efforts. These findings show the role of cross-platform sharing of YouTube videos over Twitter as a strategy to propagate primarily anti-vaccination messages. Future policies and interventions should consider how to counteract misinformation spread via such cross-platform activities.
format Online
Article
Text
id pubmed-8920146
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher Taylor & Francis
record_format MEDLINE/PubMed
spelling pubmed-89201462022-03-15 Cross-platform spread: vaccine-related content, sources, and conspiracy theories in YouTube videos shared in early Twitter COVID-19 conversations Ginossar, Tamar Cruickshank, Iain J. Zheleva, Elena Sulskis, Jason Berger-Wolf, Tanya Hum Vaccin Immunother Coronavirus – Research Paper High uptake of vaccinations is essential in fighting infectious diseases, including severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) that causes the ongoing coronavirus disease 2019 (COVID-19) pandemic. Social media play a crucial role in propagating misinformation about vaccination, including through conspiracy theories and can negatively impact trust in vaccination. Users typically engage with multiple social media platforms; however, little is known about the role and content of cross-platform use in spreading vaccination-related information. This study examined the content and dynamics of YouTube videos shared in vaccine-related tweets posted to COVID-19 conversations before the COVID-19 vaccine rollout. We screened approximately 144 million tweets posted to COVID-19 conversations and identified 930,539 unique tweets in English that discussed vaccinations posted between 1 February and 23 June 2020. We then identified links to 2,097 unique YouTube videos that were tweeted. Analysis of the video transcripts using Latent Dirichlet Allocation topic modeling and independent coders indicate the dominance of conspiracy theories. Following the World Health Organization’s declaration of the COVID-19 outbreak as a public health emergency of international concern, anti-vaccination frames rapidly transitioned from claiming that vaccines cause autism to pandemic conspiracy theories, often featuring Bill Gates. Content analysis of the 20 most tweeted videos revealed that the majority (n = 15) opposed vaccination and included conspiracy theories. Their spread on Twitter was consistent with spamming and coordinated efforts. These findings show the role of cross-platform sharing of YouTube videos over Twitter as a strategy to propagate primarily anti-vaccination messages. Future policies and interventions should consider how to counteract misinformation spread via such cross-platform activities. Taylor & Francis 2022-01-21 /pmc/articles/PMC8920146/ /pubmed/35061560 http://dx.doi.org/10.1080/21645515.2021.2003647 Text en © 2022 The Author(s). Published with license by Taylor & Francis Group, LLC. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution-NonCommercial-NoDerivatives License (http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) ), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited, and is not altered, transformed, or built upon in any way.
spellingShingle Coronavirus – Research Paper
Ginossar, Tamar
Cruickshank, Iain J.
Zheleva, Elena
Sulskis, Jason
Berger-Wolf, Tanya
Cross-platform spread: vaccine-related content, sources, and conspiracy theories in YouTube videos shared in early Twitter COVID-19 conversations
title Cross-platform spread: vaccine-related content, sources, and conspiracy theories in YouTube videos shared in early Twitter COVID-19 conversations
title_full Cross-platform spread: vaccine-related content, sources, and conspiracy theories in YouTube videos shared in early Twitter COVID-19 conversations
title_fullStr Cross-platform spread: vaccine-related content, sources, and conspiracy theories in YouTube videos shared in early Twitter COVID-19 conversations
title_full_unstemmed Cross-platform spread: vaccine-related content, sources, and conspiracy theories in YouTube videos shared in early Twitter COVID-19 conversations
title_short Cross-platform spread: vaccine-related content, sources, and conspiracy theories in YouTube videos shared in early Twitter COVID-19 conversations
title_sort cross-platform spread: vaccine-related content, sources, and conspiracy theories in youtube videos shared in early twitter covid-19 conversations
topic Coronavirus – Research Paper
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8920146/
https://www.ncbi.nlm.nih.gov/pubmed/35061560
http://dx.doi.org/10.1080/21645515.2021.2003647
work_keys_str_mv AT ginossartamar crossplatformspreadvaccinerelatedcontentsourcesandconspiracytheoriesinyoutubevideossharedinearlytwittercovid19conversations
AT cruickshankiainj crossplatformspreadvaccinerelatedcontentsourcesandconspiracytheoriesinyoutubevideossharedinearlytwittercovid19conversations
AT zhelevaelena crossplatformspreadvaccinerelatedcontentsourcesandconspiracytheoriesinyoutubevideossharedinearlytwittercovid19conversations
AT sulskisjason crossplatformspreadvaccinerelatedcontentsourcesandconspiracytheoriesinyoutubevideossharedinearlytwittercovid19conversations
AT bergerwolftanya crossplatformspreadvaccinerelatedcontentsourcesandconspiracytheoriesinyoutubevideossharedinearlytwittercovid19conversations