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Identifying the frames of news is important to understand the articles' vision, intention, message to be conveyed, and which aspects of the news are emphasized. Framing is a widely studied concept in journalism, and has emerged as a new…

Computation and Language · Computer Science 2023-05-01 David Alonso del Barrio , Daniel Gatica-Perez

The Covid-19 pandemic has sparked renewed attention on the prevalence of misinformation online, whether intentional or not, underscoring the potential risks posed to individuals' quality of life associated with the dissemination of…

Physics and Society · Physics 2024-06-07 Emanuele Brugnoli , Marco Delmastro

Anti-vaccination views pervade online social media, fueling distrust in scientific expertise and increasing vaccine-hesitant individuals. While previous studies focused on specific countries, the COVID-19 pandemic brought the vaccination…

Social and Information Networks · Computer Science 2022-12-20 Jacopo Lenti , Kyriaki Kalimeri , André Panisson , Daniela Paolotti , Michele Tizzani , Yelena Mejova , Michele Starnini

The kick-off of vaccination campaigns in Europe, starting in late December 2020, has been followed by the online spread of controversies and conspiracies surrounding vaccine validity and efficacy. We study Twitter discussions in three major…

Social and Information Networks · Computer Science 2024-02-07 Gianluca Nogara , Francesco Pierri , Stefano Cresci , Luca Luceri , Silvia Giordano

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

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

Although billions of COVID-19 vaccines have been administered, too many people remain hesitant. Misinformation about the COVID-19 vaccines, propagating on social media, is believed to drive hesitancy towards vaccination. However, exposure…

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

Being a global pandemic, the COVID-19 outbreak received global media attention. In this study, we analyze news publications from CNN and The Guardian - two of the world's most influential media organizations. The dataset includes more than…

Computation and Language · Computer Science 2022-03-22 Ali Emre Varol , Veysel Kocaman , Hasham Ul Haq , David Talby

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

Vaccine adverse events have been presumed to be a relatively objective measure that is immune to political polarization. The real-world data, however, shows the correlation between presidential disapproval ratings and the subjective…

Computation and Language · Computer Science 2022-11-22 TaeYoung Kang , Hanbin Lee

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

False claims about COVID-19 vaccines can undermine public trust in ongoing vaccination campaigns, thus posing a threat to global public health. Misinformation originating from various sources has been spreading online since the beginning of…

Social and Information Networks · Computer Science 2021-05-18 Goran Muric , Yusong Wu , Emilio Ferrara

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

The spread of coronavirus and anti-vaccine conspiracies online hindered public health responses to the pandemic. We examined the content of external articles shared on Twitter from February to June 2020 to understand how conspiracy theories…

Social and Information Networks · Computer Science 2021-09-07 Richard Kuzma , Iain J. Cruickshank , Kathleen M. Carley

Despite the increasing limitations for unvaccinated people, in many European countries there is still a non-negligible fraction of individuals who refuse to get vaccinated against SARS-CoV-2, undermining governmental efforts to eradicate…

Social and Information Networks · Computer Science 2022-04-05 Marco Di Giovanni , Francesco Pierri , Christopher Torres-Lugo , Marco Brambilla

At the peak of the COVID-19 pandemic, numerous countries worldwide sought to mobilize vaccination campaigns in an attempt to curb the spread and number of deaths caused by the virus. One avenue in which information regarding COVID…

Computation and Language · Computer Science 2022-09-20 Sean Eugene G. Chua , Kevin Anthony S. Sison

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

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…

Since their announcement in November 2020, COVID-19 vaccines were largely debated by the press and social media. With most studies focusing on COVID-19 disinformation in social media, little attention has been paid to how mainstream news…

Computers and Society · Computer Science 2023-02-03 Alfonso Semeraro , Salvatore Vilella , Giancarlo Ruffo , Massimo Stella

Retracted scientific articles about COVID-19 vaccines have proliferated false claims about vaccination harms and discouraged vaccine acceptance. Our study analyzed the topical content of 4,876 English-language tweets about retracted…

Social and Information Networks · Computer Science 2023-03-30 Rod Abhari , Esteban Villa-Turek , Nicholas Vincent , Henry Dambanemuya , Emőke-Ágnes Horvát
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