Literature DB >> 33399543

"Down the Rabbit Hole" of Vaccine Misinformation on YouTube: Network Exposure Study.

Lu Tang1, Kayo Fujimoto2, Muhammad Tuan Amith3, Rachel Cunningham4, Rebecca A Costantini1, Felicia York1, Grace Xiong5, Julie A Boom4, Cui Tao3.   

Abstract

BACKGROUND: Social media platforms such as YouTube are hotbeds for the spread of misinformation about vaccines.
OBJECTIVE: The aim of this study was to explore how individuals are exposed to antivaccine misinformation on YouTube based on whether they start their viewing from a keyword-based search or from antivaccine seed videos.
METHODS: Four networks of videos based on YouTube recommendations were collected in November 2019. Two search networks were created from provaccine and antivaccine keywords to resemble goal-oriented browsing. Two seed networks were constructed from conspiracy and antivaccine expert seed videos to resemble direct navigation. Video contents and network structures were analyzed using the network exposure model.
RESULTS: Viewers are more likely to encounter antivaccine videos through direct navigation starting from an antivaccine video than through goal-oriented browsing. In the two seed networks, provaccine videos, antivaccine videos, and videos containing health misinformation were all found to be more likely to lead to more antivaccine videos.
CONCLUSIONS: YouTube has boosted the search rankings of provaccine videos to combat the influence of antivaccine information. However, when viewers are directed to antivaccine videos on YouTube from another site, the recommendation algorithm is still likely to expose them to additional antivaccine information. ©Lu Tang, Kayo Fujimoto, Muhammad (Tuan) Amith, Rachel Cunningham, Rebecca A Costantini, Felicia York, Grace Xiong, Julie A Boom, Cui Tao. Originally published in the Journal of Medical Internet Research (http://www.jmir.org), 05.01.2021.

Entities:  

Keywords:  YouTube; infodemic; infodemiology; misinformation; network analysis; vaccine

Mesh:

Substances:

Year:  2021        PMID: 33399543      PMCID: PMC7815449          DOI: 10.2196/23262

Source DB:  PubMed          Journal:  J Med Internet Res        ISSN: 1438-8871            Impact factor:   5.428


  11 in total

1.  Expressions of pro- and anti-vaccine sentiment on YouTube.

Authors:  Nikolaos Yiannakoulias; Catherine E Slavik; Monika Chase
Journal:  Vaccine       Date:  2019-03-09       Impact factor: 3.641

2.  Weaponized Health Communication: Twitter Bots and Russian Trolls Amplify the Vaccine Debate.

Authors:  David A Broniatowski; Amelia M Jamison; SiHua Qi; Lulwah AlKulaib; Tao Chen; Adrian Benton; Sandra C Quinn; Mark Dredze
Journal:  Am J Public Health       Date:  2018-08-23       Impact factor: 9.308

3.  Geographic and demographic correlates of autism-related anti-vaccine beliefs on Twitter, 2009-15.

Authors:  Theodore S Tomeny; Christopher J Vargo; Sherine El-Toukhy
Journal:  Soc Sci Med       Date:  2017-09-04       Impact factor: 4.634

4.  NET-EXPO: A Gephi Plugin Towards Social Network Analysis of Network Exposure for Unipartite and Bipartite Graphs.

Authors:  Muhammad Tuan Amith; Kayo Fujimoto; Cui Tao
Journal:  HCI Int 2019 Posters (2019)       Date:  2019-07-06

5.  Mapping information exposure on social media to explain differences in HPV vaccine coverage in the United States.

Authors:  Adam G Dunn; Didi Surian; Julie Leask; Aditi Dey; Kenneth D Mandl; Enrico Coiera
Journal:  Vaccine       Date:  2017-04-29       Impact factor: 3.641

Review 6.  When vaccines go viral: an analysis of HPV vaccine coverage on YouTube.

Authors:  Rowena Briones; Xiaoli Nan; Kelly Madden; Leah Waks
Journal:  Health Commun       Date:  2011-10-27

7.  Anti-vaccine activists, Web 2.0, and the postmodern paradigm--an overview of tactics and tropes used online by the anti-vaccination movement.

Authors:  Anna Kata
Journal:  Vaccine       Date:  2011-12-13       Impact factor: 3.641

8.  Feeling validated versus being correct: a meta-analysis of selective exposure to information.

Authors:  William Hart; Dolores Albarracín; Alice H Eagly; Inge Brechan; Matthew J Lindberg; Lisa Merrill
Journal:  Psychol Bull       Date:  2009-07       Impact factor: 17.737

9.  From Social Media to Mainstream News: The Information Flow of the Vaccine-Autism Controversy in the US, Canada, and the UK.

Authors:  S Mo Jang; Brooke W Mckeever; Robert Mckeever; Joon Kyoung Kim
Journal:  Health Commun       Date:  2017-10-13

10.  Social media and the empowering of opponents of medical technologies: the case of anti-vaccinationism.

Authors:  Kumanan Wilson; Jennifer Keelan
Journal:  J Med Internet Res       Date:  2013-05-28       Impact factor: 5.428

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2.  Misinformation About the Human Gut Microbiome in YouTube Videos: Cross-sectional Study.

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3.  The COVID-19 pandemic and the search for structure: Social media and conspiracy theories.

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4.  Most YouTube Videos About Carpal Tunnel Syndrome Have the Potential to Reinforce Misconceptions.

Authors:  Ria Goyal; Amelia E Mercado; David Ring; Tom J Crijns
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5.  COVID-19 vaccine perceptions in the initial phases of US vaccine roll-out: an observational study on reddit.

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Journal:  BMC Public Health       Date:  2022-03-07       Impact factor: 3.295

6.  The correlates and dynamics of COVID-19 vaccine-specific hesitancy.

Authors:  Eric Merkley; Peter John Loewen
Journal:  Vaccine       Date:  2022-02-17       Impact factor: 4.169

7.  Understanding the landscape of web-based medical misinformation about vaccination.

Authors:  Christopher R Wolfe; Andrew A Eylem; Mitchell Dandignac; Savannah R Lowe; Margo L Weber; Laura Scudiere; Valerie F Reyna
Journal:  Behav Res Methods       Date:  2022-04-05

8.  Fuzzy-Trace Theory and the Battle for the Gist in the Public Mind.

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Journal:  J Appl Res Mem Cogn       Date:  2021-12-13

9.  Official Websites Providing Information on COVID-19 Vaccination: Readability and Content Analysis.

Authors:  Andy Wai Kan Yeung; Thomas Wochele-Thoma; Fabian Eibensteiner; Elisabeth Klager; Mojca Hribersek; Emil D Parvanov; Dalibor Hrg; Sabine Völkl-Kernstock; Maria Kletecka-Pulker; Eva Schaden; Harald Willschke; Atanas G Atanasov
Journal:  JMIR Public Health Surveill       Date:  2022-03-15

Review 10.  Infodemic and fake news - A comprehensive overview of its global magnitude during the COVID-19 pandemic in 2021: A scoping review.

Authors:  Vimala Balakrishnan; Wei Zhen Ng; Mun Chong Soo; Gan Joo Han; Choon Jiat Lee
Journal:  Int J Disaster Risk Reduct       Date:  2022-07-01       Impact factor: 4.842

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