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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…

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

In the realm of public health, vaccination stands as the cornerstone for mitigating disease risks and controlling their proliferation. The recent COVID-19 pandemic has highlighted how vaccines play a crucial role in keeping us safe. However…

Computation and Language · Computer Science 2023-12-20 Somsubhra De , Shaurya Vats

Variations in individuals' perceptions of vaccination and decision-making processes can give rise to poor vaccination coverage. The future vaccination promotion programs will benefit from understanding this heterogeneity amongst groups…

Quantitative Methods · Quantitative Biology 2024-11-05 Azadeh Aghaeeyan , Mark A. Lewis , Pouria Ramazi

Clinical data usually cannot be freely distributed due to their highly confidential nature and this hampers the development of machine learning in the healthcare domain. One way to mitigate this problem is by generating realistic synthetic…

Despite recent advances in understanding the capabilities and limits of generative artificial intelligence (GenAI) models, we are just beginning to understand their capacity to assess and reason about the veracity of content. We evaluate…

Artificial Intelligence · Computer Science 2025-02-27 Yuehong Cassandra Tai , Khushi Navin Patni , Nicholas Daniel Hemauer , Bruce Desmarais , Yu-Ru Lin

Vaccines are an important public health measure, but vaccine hesitancy and refusal can create clusters of low vaccine coverage and reduce the effectiveness of vaccination programs. Social media provides an opportunity to estimate emerging…

Computation and Language · Computer Science 2021-06-18 Usman Naseem , Matloob Khushi , Jinman Kim , Adam G. Dunn

This study evaluates ChatGPT's performance in annotating vaccine-related Arabic tweets by comparing its annotations with human annotations. A dataset of 2,100 tweets representing various factors contributing to vaccine hesitancy was…

Social and Information Networks · Computer Science 2023-12-20 Md. Rafiul Biswas , Farida Mohsen , Zubair Shah , Wajdi Zaghouani

We present BiasLab, a dataset of 300 political news articles annotated for perceived ideological bias. These articles were selected from a curated 900-document pool covering diverse political events and source biases. Each article is…

Computation and Language · Computer Science 2025-10-03 Kma Solaiman

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

The most effective of the solutions against Covid-19 is the various vaccines developed. Distrust of vaccines can hinder the rapid and effective use of this remedy. One of the means of expressing the thoughts of society is social media.…

Computation and Language · Computer Science 2022-02-02 Ülkü Tuncer Küçüktaş , Fatih Uysal , Fırat Hardalaç , İsmail Biri

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…

Computation and Language · Computer Science 2022-06-30 Ninghan Chen , Xihui Chen , Jun Pang

Documentation-based disclosure has become a central governance strategy for responsible AI, particularly in public-sector procurement. Tools such as model cards, datasheets, and AI FactSheets are increasingly expected to support…

Human-Computer Interaction · Computer Science 2026-04-03 Blaine Kuehnert , Nari Johnson , Ravit Dotan , Hoda Heidari

Retrieval Augmented Generation enhances the response accuracy of Large Language Models (LLMs) by integrating retrieval and generation modules with external knowledge, demonstrating particular strength in real-time queries and Visual…

Computation and Language · Computer Science 2025-09-08 Qixin Sun , Ziqin Wang , Hengyuan Zhao , Yilin Li , Kaiyou Song , Linjiang Huang , Xiaolin Hu , Qingpei Guo , Si Liu

We present a method that uses ensemble learning to combine clinical and web-mined time-series data in order to predict future vaccination uptake. The clinical data is official vaccination registries, and the web data is query frequencies…

Information Retrieval · Computer Science 2016-10-02 Niels Dalum Hansen , Christina Lioma , Kåre Mølbak

While the use of machine learning for the detection of propaganda techniques in text has garnered considerable attention, most approaches focus on "black-box" solutions with opaque inner workings. Interpretable approaches provide a…

Computation and Language · Computer Science 2024-07-17 Kyle Hamilton , Luca Longo , Bojan Bozic

One of the most pressing challenges in the digital media landscape is understanding the impact of biases on the news sources that people rely on for information. Biased news can have significant and far-reaching consequences, influencing…

Computers and Society · Computer Science 2023-01-18 Alessandro Galeazzi , Antonio Peruzzi , Emanuele Brugnoli , Marco Delmastro , Fabiana Zollo

Vaccination is one of the most impactful healthcare interventions in terms of lives saved at a given cost, leading the anti-vaccination movement to be identified as one of the top 10 threats to global health in 2019 by the World Health…

Social and Information Networks · Computer Science 2023-08-28 Miguel E. P. Silva , Rigina Skeva , Thomas House , Caroline Jay

Psychological, political, cultural, and even societal factors are entangled in the reasoning and decision-making process towards vaccination, rendering vaccine hesitancy a complex issue. Here, administering a series of surveys via a…

Computers and Society · Computer Science 2019-05-24 Kyriaki Kalimeri , Mariano Beiro , Alessandra Urbinati , Andrea Bonanomi , Alessandro Rosino , Ciro Cattuto

In recent years, the United States has witnessed a significant surge in the popularity of vaping or e-cigarette use, leading to a notable rise in cases of e-cigarette and vaping use-associated lung injury (EVALI) that caused…

There are several reasons why the fear of vaccination has caused population rejection. Questions have been raised by students regarding the effectiveness of vaccines, which in turn has led to vaccination hesitancy. Students perceptions are…

Computers and Society · Computer Science 2021-12-03 Ashraf Elnagar , Imad Afyouni , Ismail Shahin , Ali Bou Nassif , Said A. Salloum