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Related papers: Tracking the Structure and Sentiment of Vaccinatio…

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Vaccination rates are decreasing in many areas of the world, and outbreaks of preventable diseases tend to follow in areas with particular low rates. Much research has been devoted to improving our understanding of the motivations behind…

Social and Information Networks · Computer Science 2019-05-31 Bjarke Mønsted , Sune Lehmann

Anti-vaccine sentiments have been well-known and reported throughout the history of viral outbreaks and vaccination programmes. The COVID-19 pandemic had fear and uncertainty about vaccines which has been well expressed on social media…

Social and Information Networks · Computer Science 2023-06-27 Rohitash Chandra , Jayesh Sonawane , Janhavi Lande , Cathy Yu

The COVID-19 pandemic fueled one of the most rapid vaccine developments in history. However, misinformation spread through online social media often leads to negative vaccine sentiment and hesitancy. To investigate COVID-19 vaccine-related…

Information Retrieval · Computer Science 2021-08-31 Chad A Melton , Olufunto A Olusanya , Nariman Ammar , Arash Shaban-Nejad

Since the onset of the COVID-19 pandemic, vaccines have been an important topic in public discourse. The discussions around vaccines are polarized as some see them as an important measure to end the pandemic, and others are hesitant or find…

Computers and Society · Computer Science 2022-07-26 Gabriel Lindelöf , Talayeh Aledavood , Barbara Keller

There is great interest in the dynamics of health behaviors in social networks and how they affect collective public health outcomes, but measuring population health behaviors over time and space requires substantial resources. Here, we use…

Social and Information Networks · Computer Science 2015-05-28 Marcel Salathé , Shashank Khandelwal

Administering COVID-19 vaccines at a societal scale has been deemed as the most appropriate way to defend against the COVID-19 pandemic. This global vaccination drive naturally fueled a possibility of Pro-Vaxxers and Anti-Vaxxers strongly…

Social and Information Networks · Computer Science 2021-11-23 Soham Poddar , Mainack Mondal , Janardan Misra , Niloy Ganguly , Saptarshi Ghosh

The debate around vaccines has been going on for decades, but the COVID-19 pandemic showed how crucial it is to understand and mitigate anti-vaccine sentiments. While the pandemic may be over, it is still important to understand how the…

Social and Information Networks · Computer Science 2024-04-03 Soham Poddar , Rajdeep Mukherjee , Subhendu Khatuya , Niloy Ganguly , Saptarshi Ghosh

Social media platforms such as Twitter have a fundamental role in facilitating the spread and discussion of ideas online through the concept of retweeting and replying. However, these features also contribute to the spread of…

Social and Information Networks · Computer Science 2024-02-29 James R. Ashford

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

The COVID-19 pandemic has profoundly affected the normal course of life -- from lock-downs and virtual meetings to the unprecedentedly swift creation of vaccines. To halt the COVID-19 pandemic, the world has started preparing for the global…

Machine Learning · Computer Science 2025-03-05 Tanveer Khan , Fahad Sohrab , Antonis Michalas , Moncef Gabbouj

The understanding of the public response to COVID-19 vaccines is the key success factor to control the COVID-19 pandemic. To understand the public response, there is a need to explore public opinion. Traditional surveys are expensive and…

Social and Information Networks · Computer Science 2021-09-30 Amir Karami , Michael Zhu , Bailey Goldschmidt , Hannah R. Boyajieff , Mahdi M. Najafabadi

What has been the impact of the enormous amounts of time, effort and money spent promoting pro-vaccine science from pre-COVID-19 to now? We answer this using a unique mapping of online competition between pro- and anti-vaccination views…

Social and Information Networks · Computer Science 2025-08-05 Lucia Illari , Nicholas J. Restrepo , Neil F. Johnson

Opposition and hesitancy to vaccination have been one of the major threats to global health. Social media sites have been suspected as a breeding ground of misleading narratives about vaccines, but little is known about how pervasive…

Social and Information Networks · Computer Science 2021-10-26 Soojong Kim , Kwanho Kim

Attitudes about vaccination have become more polarized; it is common to see vaccine disinformation and fringe conspiracy theories online. An observational study of Twitter vaccine discourse is found in Ojea Quintana et al. (2021): the…

Social and Information Networks · Computer Science 2022-03-04 Ignacio Ojea Quintana , Marc Cheong , Mark Alfano , Ritsaart Reimann , Colin Klein

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

Currently, the significance of social media in disseminating noteworthy information on topics such as health, politics, and the economy is indisputable. During the COVID-19 pandemic, anti-vaxxers use social media to distribute fake news and…

Computers and Society · Computer Science 2022-03-21 Jialiang Shi , Piyush Ghasiya , Kazutoshi Sasahara

Miss-information is usually adjusted to fit distinct narratives and can propagate rapidly through communities of interest, which work as echo chambers, cause reinforcement and foster confirmation bias. False beliefs, once adopted, are…

Physics and Society · Physics 2020-09-30 Rafael Prieto Curiel , Humberto González Ramírez

Over 12 billion doses of COVID-19 vaccines have been administered at the time of writing. However, public perceptions of vaccines have been complex. We analyzed COVID-19 vaccine-related tweets to understand the evolving perceptions of…

Computation and Language · Computer Science 2022-07-22 Hanyin Wang , Meghan R. Hutch , Yikuan Li , Adrienne S. Kline , Sebastian Otero , Leena B. Mithal , Emily S. Miller , Andrew Naidech , Yuan Luo

At the beginning of the COVID-19 pandemic, fears grew that making vaccination a political (instead of public health) issue may impact the efficacy of this life-saving intervention, spurring the spread of vaccine-hesitant content. In this…

Social and Information Networks · Computer Science 2024-03-05 Giordano Paoletti , Lorenzo Dall'Amico , Kyriaki Kalimeri , Jacopo Lenti , Yelena Mejova , Daniela Paolotti , Michele Starnini , Michele Tizzani

In this work, we study English-language vaccine discourse in social media posts, specifically posts on X (formerly Twitter), in seven years before the COVID-19 outbreak (2013 to 2019) and three years after the outbreak was first reported…

Social and Information Networks · Computer Science 2025-11-24 Nikesh Gyawali , Doina Caragea , Cornelia Caragea , Saif M. Mohammad
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