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Enormous hope in the efficacy of vaccines became recently a successful reality in the fight against the COVID-19 pandemic. However, vaccine hesitancy, fueled by exposure to social media misinformation about COVID-19 vaccines became a major…

计算与语言 · 计算机科学 2021-11-18 Maxwell A. Weinzierl , Sanda M. Harabagiu

During sudden onset crisis events, the presence of spam, rumors and fake content on Twitter reduces the value of information contained on its messages (or "tweets"). A possible solution to this problem is to use machine learning to…

密码学与安全 · 计算机科学 2015-02-02 Aditi Gupta , Ponnurangam Kumaraguru , Carlos Castillo , Patrick Meier

Objective: We formed community structure based on web page credibility and we measured the types of information for characterizing communities of tweeter users who posted about tweets related to vaccine. Methods: We performed the experiment…

社会与信息网络 · 计算机科学 2021-03-23 Md. Rafiul Biswas

Online health communications often provide biased interpretations of evidence and have unreliable links to the source research. We tested the feasibility of a tool for matching webpages to their source evidence. From 207,538 eligible…

信息检索 · 计算机科学 2020-08-20 Eliza Harrison , Paige Martin , Didi Surian , Adam G. Dunn

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 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

Artificial intelligence (AI)-powered recommender systems play a crucial role in determining the content that users are exposed to on social media platforms. However, the behavioural patterns of these systems are often opaque, complicating…

社会与信息网络 · 计算机科学 2023-09-20 Giulio Corsi

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…

社会与信息网络 · 计算机科学 2023-02-27 Francesco Pierri , Matthew R. DeVerna , Kai-Cheng Yang , David Axelrod , John Bryden , Filippo Menczer

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…

社会与信息网络 · 计算机科学 2024-02-29 James R. Ashford

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

While social networks can provide an ideal platform for up-to-date information from individuals across the world, it has also proved to be a place where rumours fester and accidental or deliberate misinformation often emerges. In this…

We developed a system to automatically classify stance towards vaccination in Twitter messages, with a focus on messages with a negative stance. Such a system makes it possible to monitor the ongoing stream of messages on social media,…

计算与语言 · 计算机科学 2019-09-04 Florian Kunneman , Mattijs Lambooij , Albert Wong , Antal van den Bosch , Liesbeth Mollema

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…

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

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…

社会与信息网络 · 计算机科学 2021-05-18 Goran Muric , Yusong Wu , Emilio Ferrara

In the Social Web scenario, large amounts of User-Generated Content (UGC) are diffused through social media often without almost any form of traditional trusted intermediaries. Therefore, the risk of running into misinformation is not…

计算机与社会 · 计算机科学 2020-01-28 Gabriella Pasi , Marco Viviani

In this work, we collect a moderate-sized representative corpus of tweets (200,000 approx.) pertaining Covid-19 vaccination spanning over a period of seven months (September 2020 - March 2021). Following a Transfer Learning approach, we…

计算与语言 · 计算机科学 2022-11-28 Shakshi Sharma , Rajesh Sharma , Anwitaman Datta

Social networking and micro-blogging services, such as Twitter, play an important role in sharing digital information. Despite the popularity and usefulness of social media, there have been many instances where corrupted users found ways to…

社会与信息网络 · 计算机科学 2021-07-23 Tanveer Khan , Antonis Michalas

The massive spread of digital misinformation has been identified as a major global risk and has been alleged to influence elections and threaten democracies. Communication, cognitive, social, and computer scientists are engaged in efforts…

社会与信息网络 · 计算机科学 2026-05-19 Chengcheng Shao , Giovanni Luca Ciampaglia , Onur Varol , Kaicheng Yang , Alessandro Flammini , Filippo Menczer

There is a lot of fact-based information and misinformation in the online discourses and discussions about the COVID-19 vaccines. Using a sample of nearly four million geotagged English tweets and the data from the CDC COVID Data Tracker,…

社会与信息网络 · 计算机科学 2022-02-18 Hanjia Lyu , Zihe Zheng , Jiebo Luo

In an era where public health is increasingly influenced by information shared on social media, combatting vaccine skepticism and misinformation has become a critical societal goal. Misleading narratives around vaccination have spread…

计算与语言 · 计算机科学 2025-10-21 Utsav Dhanuka , Soham Poddar , Saptarshi Ghosh
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