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Related papers: Classifying COVID-19 vaccine narratives

200 papers

Differing opinions about COVID-19 have led to various online discourses regarding vaccines. Due to the detrimental effects and the scale of the COVID-19 pandemic, detecting vaccine stance has become especially important and is attracting…

Social and Information Networks · Computer Science 2022-08-10 Anique Tahir , Lu Cheng , Paras Sheth , Huan Liu

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

In the contemporary era, social media platforms amass an extensive volume of social data contributed by their users. In order to promptly grasp the opinions and emotional inclinations of individuals regarding a product or event, it becomes…

Computation and Language · Computer Science 2024-06-18 Jitendra Tembhurne , Anant Agrawal , Kirtan Lakhotia

Understanding the COVID-19 vaccine hesitancy, such as who and why, is very crucial since a large-scale vaccine adoption remains as one of the most efficient methods of controlling the pandemic. Such an understanding also provides insights…

Social and Information Networks · Computer Science 2023-04-17 Raed Alharbi , Sylvia Chan-Olmsted , Huan Chen , My T. Thai

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

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

Public trust in medical information is crucial for successful application of public health policies such as vaccine uptake. This is especially true when the information is offered remotely, by chatbots, which have become increasingly…

Computation and Language · Computer Science 2022-05-25 Roni Friedman , João Sedoc , Shai Gretz , Assaf Toledo , Rose Weeks , Naor Bar-Zeev , Yoav Katz , Noam Slonim

Here we proposed an approach to analyze text classification methods based on the presence or absence of task-specific terms (and their synonyms) in the text. We applied this approach to study six different transfer-learning and unsupervised…

Information Retrieval · Computer Science 2021-01-07 Mihir Parmar , Ashwin Karthik Ambalavanan , Hong Guan , Rishab Banerjee , Jitesh Pabla , Murthy Devarakonda

From conspiracy theories to fake cures and fake treatments, COVID-19 has become a hot-bed for the spread of misinformation online. It is more important than ever to identify methods to debunk and correct false information online. In this…

Social and Information Networks · Computer Science 2020-09-22 Shahan Ali Memon , Kathleen M. Carley

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

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

The COVID-19 pandemic led to an infodemic where an overwhelming amount of COVID-19 related content was being disseminated at high velocity through social media. This made it challenging for citizens to differentiate between accurate and…

Computation and Language · Computer Science 2023-05-09 Yida Mu , Ye Jiang , Freddy Heppell , Iknoor Singh , Carolina Scarton , Kalina Bontcheva , Xingyi Song

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 outbreak of the novel Coronavirus Disease 2019 (COVID-19) has lasted for nearly two years and caused unprecedented impacts on people's daily life around the world. Even worse, the emergence of the COVID-19 Delta variant once again puts…

Computers and Society · Computer Science 2021-11-09 Hui Yin , Xiangyu Song , Shuiqiao Yang , Jianxin Li

Identification of Fake News plays a prominent role in the ongoing pandemic, impacting multiple aspects of day-to-day life. In this work we present a solution to the shared task titled COVID19 Fake News Detection in English, scoring the 50th…

Computation and Language · Computer Science 2021-07-02 Boshko Koloski , Timen Stepišnik Perdih , Senja Pollak , Blaž Škrlj

We propose a kinetic model for understanding the link between opinion formation phenomena and epidemic dynamics. The recent pandemic has brought to light that vaccine hesitancy can present different phases and temporal and spatial…

Physics and Society · Physics 2023-10-31 Andrea Bondesan , Giuseppe Toscani , Mattia Zanella

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

Despite ample supply of COVID-19 vaccines, the proportion of fully vaccinated individuals remains suboptimal across much of the US. Rapid vaccination of additional people will prevent new infections among both the unvaccinated and the…

The onset of the COVID-19 pandemic led to a global infodemic that has brought unprecedented challenges for citizens, media, and fact-checkers worldwide. To address this challenge, over a hundred fact-checking initiatives worldwide have been…

Computers and Society · Computer Science 2024-04-25 Iknoor Singh , Kalina Bontcheva , Carolina Scarton

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