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Vaccine hesitancy is considered as one main cause of the stagnant uptake ratio of COVID-19 vaccines in Europe and the US where vaccines are sufficiently supplied. Fast and accurate grasp of public attitudes toward vaccination is critical to…

计算与语言 · 计算机科学 2022-06-30 Ninghan Chen , Xihui Chen , Jun Pang

Vaccine hesitancy has been a common concern, probably since vaccines were created and, with the popularisation of social media, people started to express their concerns about vaccines online alongside those posting pro- and anti-vaccine…

计算与语言 · 计算机科学 2023-04-18 Yida Mu , Mali Jin , Charlie Grimshaw , Carolina Scarton , Kalina Bontcheva , Xingyi Song

Although multiple COVID-19 vaccines have been available for several months now, vaccine hesitancy continues to be at high levels in the United States. In part, the issue has also become politicized, especially since the presidential…

社会与信息网络 · 计算机科学 2021-11-11 Yuesheng Luo , Mayank Kejriwal

Background Advances in machine learning (ML) models have increased the capability of researchers to detect vaccine hesitancy in social media using Natural Language Processing (NLP). A considerable volume of research has identified the…

计算与语言 · 计算机科学 2025-03-25 Lorena G Barberia , Belinda Lombard , Norton Trevisan Roman , Tatiane C. M. Sousa

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…

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…

社会与信息网络 · 计算机科学 2021-11-23 Soham Poddar , Mainack Mondal , Janardan Misra , 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…

计算与语言 · 计算机科学 2022-02-22 Maxwell Weinzierl , Sanda Harabagiu

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…

计算与语言 · 计算机科学 2022-02-22 Maxwell Weinzierl , Sanda Harabagiu

COVID-19 pandemic has brought unprecedented challenges to the world, and vaccination has been a key strategy to combat the disease. Since Twitter is one of the most widely used public microblogging platforms, researchers have analysed…

社会与信息网络 · 计算机科学 2024-03-15 Pardeep Singh , Rabindra Lamsal , Monika Singh , Satish Chand , Bhawna Shishodia

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…

社会与信息网络 · 计算机科学 2023-06-27 Rohitash Chandra , Jayesh Sonawane , Janhavi Lande , Cathy Yu

Objective: The aims of the study were to examine the association between social media sentiments surrounding COVID-19 vaccination and the effects on vaccination rates in the United States (US), as well as other contributing factors to the…

社会与信息网络 · 计算机科学 2022-01-24 Ana Aleksandric , Mercy Jesuloluwa Obasanya , Sarah Melcher , Shirin Nilizadeh , Gabriela Mustata Wilson

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…

计算与语言 · 计算机科学 2024-03-26 Yida Mu , Mali Jin , Kalina Bontcheva , Xingyi Song

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…

信息检索 · 计算机科学 2021-08-31 Chad A Melton , Olufunto A Olusanya , Nariman Ammar , Arash Shaban-Nejad

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…

社会与信息网络 · 计算机科学 2019-05-31 Bjarke Mønsted , Sune Lehmann

Vaccine hesitancy has been recognized as a major global health threat. Having access to any type of information in social media has been suggested as a potential powerful influence factor to hesitancy. Recent studies in other fields than…

社会与信息网络 · 计算机科学 2018-01-10 Ana Lucia Schmidt , Fabiana Zollo , Antonio Scala , Cornelia Betsch , Walter Quattrociocchi

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…

社会与信息网络 · 计算机科学 2021-08-05 Sara Melotte , Mayank Kejriwal

Vaccine hesitancy, which has recently been driven by online narratives, significantly degrades the efficacy of vaccination strategies, such as those for COVID-19. Despite broad agreement in the medical community about the safety and…

社会与信息网络 · 计算机科学 2022-11-07 Matheus Schmitz , Goran Murić , Keith Burghardt

This COVID-19 pandemic is so dreadful that it leads to severe anxiety, phobias, and complicated feelings or emotions. Even after vaccination against Coronavirus has been initiated, people feelings have become more diverse and complex, and…

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…

社会与信息网络 · 计算机科学 2025-11-24 Nikesh Gyawali , Doina Caragea , Cornelia Caragea , Saif M. Mohammad

Vaccine hesitancy continues to be a main challenge for public health officials during the COVID-19 pandemic. As this hesitancy undermines vaccine campaigns, many researchers have sought to identify its root causes, finding that the…

社会与信息网络 · 计算机科学 2023-06-13 Mohammad Reza Zarei , Michael Christensen , Sarah Everts , Majid Komeili
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