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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,…

Social and Information Networks · Computer Science 2022-02-18 Hanjia Lyu , Zihe Zheng , Jiebo Luo

Supervised classification heavily depends on datasets annotated by humans. However, in subjective tasks such as toxicity classification, these annotations often exhibit low agreement among raters. Annotations have commonly been aggregated…

Computation and Language · Computer Science 2024-05-17 Negar Mokhberian , Myrl G. Marmarelis , Frederic R. Hopp , Valerio Basile , Fred Morstatter , Kristina Lerman

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…

Social and Information Networks · Computer Science 2021-11-11 Yuesheng Luo , Mayank Kejriwal

Feedback data is widely used for fine-tuning and evaluating state-of-the-art AI models. Pairwise text preferences, where human or AI annotators select the "better" of two options, are particularly common. Such preferences are used to train…

Computation and Language · Computer Science 2025-04-22 Arduin Findeis , Timo Kaufmann , Eyke Hüllermeier , Samuel Albanie , Robert Mullins

Prescription contraceptives play a critical role in supporting women's reproductive health. With nearly 50 million women in the United States using contraceptives, understanding the factors that drive contraceptives selection and switching…

Computation and Language · Computer Science 2024-02-07 Brenda Y. Miao , Christopher YK Williams , Ebenezer Chinedu-Eneh , Travis Zack , Emily Alsentzer , Atul J. Butte , Irene Y. Chen

Sharing of anti-vaccine posts on social media, including misinformation posts, has been shown to create confusion and reduce the publics confidence in vaccines, leading to vaccine hesitancy and resistance. Recent years have witnessed the…

Computation and Language · Computer Science 2021-12-17 Mingyang Zhou , Mahasweta Chakraborti , Sijia Qian , Zhou Yu , Jingwen Zhang

Trolling and social bots have been proven as powerful tactics for manipulating the public opinion and sowing discord among Twitter users. This effort requires substantial content fabrication and account coordination to evade Twitter's…

Cryptography and Security · Computer Science 2020-03-30 Filipo Sharevski , Peter Jachim , Kevin Florek

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…

Social and Information Networks · Computer Science 2021-08-05 Sara Melotte , Mayank Kejriwal

There is a growing concern that e-commerce platforms are amplifying vaccine-misinformation. To investigate, we conduct two-sets of algorithmic audits for vaccine misinformation on the search and recommendation algorithms of Amazon --…

Human-Computer Interaction · Computer Science 2021-02-02 Prerna Juneja , Tanushree Mitra

To design effective vaccine policies, policymakers need detailed data about who has been vaccinated, who is holding out, and why. However, existing data in the US are insufficient: reported vaccination rates are often delayed or missing,…

Computers and Society · Computer Science 2024-08-30 Serina Chang , Adam Fourney , Eric Horvitz

Despite the astonishing success of COVID-19 vaccines against the virus, a substantial proportion of the population is still hesitant to be vaccinated, undermining governmental efforts to control the virus. To address this problem, we need…

Computers and Society · Computer Science 2022-07-05 Bohan Jiang , Paras Sheth , Baoxin Li , Huan Liu

Gender-Based Violence (GBV) is an increasing problem online, but existing datasets fail to capture the plurality of possible annotator perspectives or ensure the representation of affected groups. We revisit two important stages in the…

Computation and Language · Computer Science 2024-10-07 Aiqi Jiang , Nikolas Vitsakis , Tanvi Dinkar , Gavin Abercrombie , Ioannis Konstas

Vaccine hesitancy and misinformation are significant barriers to achieving widespread vaccination coverage. Smaller public health departments may lack the expertise or resources to craft effective vaccine messaging. This paper explores the…

Computers and Society · Computer Science 2025-04-15 Lucinda Gullison , Feng Fu

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…

Information Retrieval · Computer Science 2020-08-20 Eliza Harrison , Paige Martin , Didi Surian , Adam G. Dunn

DataProAnalytica is a powerful application for analyzing vaccination data in health care professionals. Through visualizations and multiple correspondence analysis, it uncovers meaningful relationships between variables and categories. The…

Other Statistics · Statistics 2023-08-06 Luz B. Valenzuela-Narvaez , Wladimir A. Carlosviza-Amanqui , Fred Torres-Cruz

COVID-19 vaccine hesitancy has increased concerns about vaccine uptake required to overcome the pandemic and protect public health. A critical factor associated with anti-vaccine attitudes is the information shared on social media. In this…

Social and Information Networks · Computer Science 2022-04-04 Karishma Sharma , Yizhou Zhang , Yan Liu

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

Generative artificial intelligences, particularly large language models (LLMs), play an increasingly prominent role in human decision-making contexts, necessitating transparency about their capabilities. While prior studies have shown…

Computation and Language · Computer Science 2026-01-30 Lydia Uhler , Verena Jordan , Jürgen Buder , Markus Huff , Frank Papenmeier

Vaccine hesitancy is widespread, despite the government's information campaigns and the efforts of the World Health Organisation (WHO). Categorising the topics within vaccine-related narratives is crucial to understand the concerns…

Computation and Language · Computer Science 2023-11-20 Yue Li , Carolina Scarton , Xingyi Song , Kalina Bontcheva

Social biases in LLMs are usually measured via bias benchmark datasets. Current benchmarks have limitations in scope, grounding, quality, and human effort required. Previous work has shown success with a community-sourced, rather than…

Computation and Language · Computer Science 2024-05-27 Virginia K. Felkner , Jennifer A. Thompson , Jonathan May