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An analysis drawing on Signal Detection Theory suggests that people may fall for misinformation because they are unable to discern true from false information (truth insensitivity) or because they tend to accept information with a…

Physics and Society · Physics 2024-06-05 Lea S. Nahon , Nyx L. Ng , Bertram Gawronski

The current development of vaccines for SARS-CoV-2 is unprecedented. Little is known, however, about the nuanced public opinions on the vaccines on social media. We adopt a human-guided machine learning framework using more than six million…

Social and Information Networks · Computer Science 2021-08-10 Hanjia Lyu , Junda Wang , Wei Wu , Viet Duong , Xiyang Zhang , Timothy D. Dye , Jiebo Luo

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

This report explores the central question of how socioeconomic status affects Covid19 vaccination rates in the United States, using existing open-source data. In general, a negative correlation exists between Area Deprivation Index (ADI) of…

Social and Information Networks · Computer Science 2024-01-05 Zi Iun Lai , Jun Yang Ang

Modeling human behavior is essential to accurately predict epidemic spread, with behaviors like vaccine hesitancy complicating control efforts. While epidemic spread is often treated as a simple contagion, vaccine uptake may follow complex…

Physics and Society · Physics 2024-12-17 Alfonso de Miguel-Arribas , Alberto Aleta , Yamir Moreno

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…

Computation and Language · Computer Science 2025-03-25 Lorena G Barberia , Belinda Lombard , Norton Trevisan Roman , Tatiane C. M. Sousa

Objective. Vaccination has engendered a spectrum of public opinions, with social media acting as a crucial platform for health-related discussions. The emergence of artificial intelligence technologies, such as large language models (LLMs),…

Computers and Society · Computer Science 2024-04-11 Soojong Kim , Kwanho Kim , Claire Wonjeong Jo

India's mass vaccination efforts have been slow due to high levels of vaccine hesitancy. This study uses data from an online discrete choice experiment with 1371 respondents to rigorously examine the factors shaping vaccine preference in…

Physics and Society · Physics 2021-08-19 Prateek Bansal , Alok Raj , Dhirendra Mani Shukla , Naveen Sunder

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

In this paper we introduce a compartmental epidemic model describing the transmission of the COVID-19 disease in presence of non-mandatory vaccination. The model takes into account the hesitancy and refusal of vaccination. To this aim, we…

Populations and Evolution · Quantitative Biology 2021-06-23 Bruno Buonomo , Rossella Della Marca , Alberto d'Onofrio , Maria Groppi

We present an empirical study exploring how privacy influences the acceptance of vaccination certificate (VC) deployments across different realistic usage scenarios. The study employed the privacy framework of Contextual Integrity, which…

Computers and Society · Computer Science 2022-05-20 Shikun Zhang , Yan Shvartzshnaider , Yuanyuan Feng , Helen Nissenbaum , Norman Sadeh

There is great interest in the dynamics of health behaviors in social networks and how they affect collective public health outcomes, but measuring population health behaviors over time and space requires substantial resources. Here, we use…

Social and Information Networks · Computer Science 2015-05-28 Marcel Salathé , Shashank Khandelwal

Explicit knowledge of total community-level immune seroprevalence is critical to developing policies to mitigate the social and clinical impact of SARS-CoV-2. Publicly available vaccination data are frequently cited as a proxy for…

Applications · Statistics 2022-02-21 Yajuan Si , Leonard Covello , Siquan Wang , Theodore Covello , Andrew Gelman

Social media is an appropriate source for analyzing public attitudes towards the COVID-19 vaccine and various brands. Nevertheless, there are few relevant studies. In the research, we collected tweet posts by the UK and US residents from…

Computation and Language · Computer Science 2021-06-09 Tao Na , Wei Cheng , Dongming Li , Wanyu Lu , Hongjiang Li

Vaccination against the SARS-CoV-2 disease has significantly reduced its mortality rate and spread. However, despite its availability, a considerable proportion of the public has either refused or delayed getting vaccinated. This reluctance…

Populations and Evolution · Quantitative Biology 2025-09-10 Wajid Ali , Javad Mohamadichamgavi , Juan Ramirez , Jose Aguilar , Antonio Fernández Anta , Kieran J. Sharkey

The COVID-19 pandemic has been damaging to the lives of people all around the world. Accompanied by the pandemic is an infodemic, an abundant and uncontrolled spreading of potentially harmful misinformation. The infodemic may severely…

Social and Information Networks · Computer Science 2022-04-06 Karandeep Singh , Gabriel Lima , Meeyoung Cha , Chiyoung Cha , Juhi Kulshrestha , Yong-Yeol Ahn , Onur Varol

Early on during a pandemic, vaccine availability is limited, requiring prioritisation of different population groups. Evaluating vaccine allocation is therefore a crucial element of pandemics response. In the present work, we develop a…

With COVID-19 having emerged as the most widespread human pandemic disease in a century, the need to control its spread to avoid massive loss of life became more than necessary, and extremely fast. Several vaccines were developed and the…

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…

Information Retrieval · Computer Science 2021-08-31 Chad A Melton , Olufunto A Olusanya , Nariman Ammar , Arash Shaban-Nejad

The outbreak of COVID-19 led to a record-breaking race to develop a vaccine. However, the limited vaccine capacity creates another massive challenge: how to distribute vaccines to mitigate the near-end impact of the pandemic? In the United…

Populations and Evolution · Quantitative Biology 2021-07-20 Dimitris Bertsimas , Vassilis Digalakis , Alexander Jacquillat , Michael Lingzhi Li , Alessandro Previero