Proceedings of the International AAAI Conference on Web and Social Media · 2021 · 157 citations · 37 references
Social SciencesCommunicationPolitical CommunicationHealth CommunicationPublic OpinionSocial MovementsDisinformationSocial MediaSocial Media Health CommunicationSocial Media PoliticsVaccinationVaccination DebatesAttitudes Toward VaccinationEradicationPublic Health ProtectionSocial Media Influence On VaccinationVaccination AttitudesVaccine MessagingVaccine Misinformation
The anti-vaccination movement threatens public health by reducing the likelihood of disease eradication. With social media’s purported role in disseminating anti-vaccine information, it is imperative to understand the drivers of attitudes among participants involved in the vaccination debate on a communication channel critical to the movement: Twitter. Using four years of longitudinal data capturing vaccine discussions on Twitter, we identify users who persistently hold pro and anti attitudes, and those who newly adopt anti attitudes towards vaccination. After gathering each user’s entire Twitter timeline, totaling to over 3 million tweets, we explore differences in the individual narratives across the user cohorts. We find that those with long-term anti-vaccination attitudes manifest conspiratorial thinking, mistrust in government, and are resolute and in-group focused in language. New adoptees appear to be predisposed to form anti-vaccination attitudes via similar government distrust and general paranoia, but are more social and less certain than their long-term counterparts. We discuss how this apparent predisposition can interact with social media-fueled events to bring newcomers into the anti-vaccination movement. Given the strong base of conspiratorial thinking underlying anti-vaccination attitudes, we conclude by highlighting the need for alternatives to traditional methods of using authoritative sources such as the government when correcting misleading vaccination claims.
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Dipankar Chakravarti, Alice H. Eagly, Shelly Chaiken · Journal of Marketing Research · 1997 · 7.2K citations
From Tweets to Polls: Linking Text Sentiment to Public Opinion Time Series
Brendan O’Connor, Ramnath Balasubramanyan, Bryan Routledge et al. · Proceedings of the International AAAI Conference on Web and Social Media · 2010 · 2K citations · Full text
Public Affairs, Political Communication, Political Science +17