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Developing an understanding of the public discourse on COVID-19 vaccination on social media is important not only for addressing the current COVID-19 pandemic, but also for future pathogen outbreaks. We examine a Twitter dataset containing…

Social and Information Networks · Computer Science 2022-08-30 Zainab Zaidi , Mengbin Ye , Fergus John Samon , Abdisalam Jama , Binduja Gopalakrishnan , Chenhao Gu , Shanika Karunasekera , Jamie Evans , Yoshihisa Kashima

Covid-19 vaccines are widely available in the United States, yet our Covid-19 vaccination rates have remained far below 100%. Not only that, but CDC data shows that even in places where vaccine acceptance was proportionally high at the…

Physics and Society · Physics 2022-04-19 Anna Haensch , Natasa Dragovic , Christoph Börgers , Bruce Boghosian

Although the recent rise and uptake of COVID-19 vaccines in the United States has been encouraging, there continues to be significant vaccine hesitancy in various geographic and demographic clusters of the adult population. Surveys, such as…

Social and Information Networks · Computer Science 2021-08-05 Sara Melotte , Mayank Kejriwal

Social media is an appropriate source for analyzing public attitudes towards the COVID-19 vaccine and various brands. Nevertheless, there are few relevant studies. In the research, we collected tweet posts by the UK and US residents from…

Computation and Language · Computer Science 2021-06-09 Tao Na , Wei Cheng , Dongming Li , Wanyu Lu , Hongjiang Li

We demonstrate the applicability of network embedding to vaccine skepticism, a controversial topic of long-past history. With the Covid-19 pandemic outbreak at the end of 2019, the topic is more important than ever. Only a year after the…

Social and Information Networks · Computer Science 2021-10-27 Ferenc Béres , Rita Csoma , Tamás Vilmos Michaletzky , András A. Benczúr

Billions of COVID-19 vaccines have been administered, but many remain hesitant. Misinformation about the COVID-19 vaccines and other vaccines, propagating on social media, is believed to drive hesitancy towards vaccination. The ability to…

Computation and Language · Computer Science 2022-02-22 Maxwell Weinzierl , Sanda Harabagiu

Vaccinations play a critical role in mitigating the impact of COVID-19 and other diseases. This study explores COVID-19 vaccine misinformation circulating on Twitter during 2021, when vaccines were being released to the public in an effort…

Social and Information Networks · Computer Science 2023-02-27 Francesco Pierri , Matthew R. DeVerna , Kai-Cheng Yang , David Axelrod , John Bryden , Filippo Menczer

Despite the unprecedented success in the rapid development of several effective vaccines against the Cov-SARS-2, global vaccination rollout efforts suffer from vaccine distribution inequality and vaccine acceptance, leading to insufficient…

Physics and Society · Physics 2021-09-06 Pooria Taghizadeh Naderi , Ali Asgary , Jude Kong , Jianhong Wu , Fattaneh Taghiyareh

In this study, we examine the perceived influence of others, across both strong and weak social ties, on COVID-19 vaccination decisions in the United States. We add context to social influence by measuring related concepts, such as…

Social and Information Networks · Computer Science 2024-06-03 Denise Yewell , R. Alexander Bentley , Benjamin D. Horne

Previous studies have highlighted the importance of vaccination as an effective strategy to control the transmission of the COVID-19 virus. It is crucial for policymakers to have a comprehensive understanding of the public's stance towards…

Computation and Language · Computer Science 2024-03-26 Yida Mu , Mali Jin , Kalina Bontcheva , Xingyi Song

This paper reports the findings of a 606-participant study where we analyzed the perception and engagement effects of COVID-19 vaccine rumours on Twitter pertaining to (a) vaccine efficacy; and (b) mass immunization efforts in the United…

Social and Information Networks · Computer Science 2021-11-11 Filipo Sharevski , Allice Huff , Peter Jachim , Emma Pieroni

The COVID-19 pandemic brought upon a massive wave of disinformation, exacerbating polarization in the increasingly divided landscape of online discourse. In this context, popular social media users play a major role, as they have the…

Social and Information Networks · Computer Science 2023-07-25 Giacomo De Nicola , Victor H. Tuekam Mambou , Göran Kauermann

Vaccine hesitancy is a complex issue with psychological, cultural, and even societal factors entangled in the decision-making process. The narrative around this process is captured in our everyday interactions; social media data offer a…

Computers and Society · Computer Science 2023-03-16 Mariano Gastón Beiró , Jacopo D'Ignazi , Maria Florencia Prado , Victoria Perez Bustos , Kyriaki Kalimeri

This study presents survey results of the public's willingness to get vaccinated against COVID-19 during an early phase of the pandemic and examines factors that could influence vaccine acceptance based on a between-subjects design. A…

Computers and Society · Computer Science 2021-06-24 Gabriel Lima , Meeyoung Cha , Chiyoung Cha , Hyeyoung Hwang

Despite the wide availability of COVID-19 vaccines in the United States and their effectiveness in reducing hospitalizations and mortality during the pandemic, a majority of Americans chose not to be vaccinated during 2021. Recent work…

Social and Information Networks · Computer Science 2026-02-09 John Bollenbacher , Filippo Menczer , John Bryden

A significant gap exists in datasets regarding post-COVID-19 vaccination experiences, particularly ``vaccine buyer's remorse''. Understanding the prevalence and nature of vaccine regret, whether based on personal or vicarious experiences,…

Computers and Society · Computer Science 2026-04-14 Miles Stanley , Soumyajit Datta , Ashutosh Kumar , Ashiqur R. KhudaBukhsh

While billions of COVID-19 vaccines have been administered, too many people remain hesitant. Twitter, with its substantial reach and daily exposure, is an excellent resource for examining how people frame their vaccine hesitancy and to…

Computation and Language · Computer Science 2022-02-22 Maxwell Weinzierl , Sanda Harabagiu

The rise of vaccine hesitancy has caused a resurgence of vaccine-preventable diseases such as measles and pertussis, alongside widespread skepticism and refusals of COVID-19 vaccinations. While categorizing individuals as either supportive…

Social and Information Networks · Computer Science 2025-05-15 Ho-Chun Herbert Chang , Feng Fu

With a substantial proportion of the population currently hesitant to take the COVID-19 vaccine, it is important that people have access to accurate information. However, there is a large amount of low-credibility information about vaccines…

Vaccination against the SARS-CoV-2 disease has significantly reduced its mortality rate and spread. However, despite its availability, a considerable proportion of the public has either refused or delayed getting vaccinated. This reluctance…

Populations and Evolution · Quantitative Biology 2025-09-10 Wajid Ali , Javad Mohamadichamgavi , Juan Ramirez , Jose Aguilar , Antonio Fernández Anta , Kieran J. Sharkey