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相关论文: Automated clustering of COVID-19 anti-vaccine disc…

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While most social media companies have attempted to address the challenge of COVID-19 misinformation, the success of those policies is difficult to assess, especially when focusing on individual platforms. This study explores the…

社会与信息网络 · 计算机科学 2022-08-30 David S. Axelrod , Brian P. Harper , John C. Paolillo

To address the vaccine hesitancy which impairs the efforts of the COVID-19 vaccination campaign, it is imperative to understand public vaccination attitudes and timely grasp their changes. In spite of reliability and trustworthiness,…

社会与信息网络 · 计算机科学 2022-06-28 Ninghan Chen , Xihui Chen , Zhiqiang Zhong , Jun Pang

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…

社会与信息网络 · 计算机科学 2022-04-04 Karishma Sharma , Yizhou Zhang , Yan Liu

The objective of this work is to explore popular discourse about the COVID-19 pandemic and policies implemented to manage it. Using Natural Language Processing, Text Mining, and Network Analysis to analyze corpus of tweets that relate to…

社会与信息网络 · 计算机科学 2020-03-24 Christian E. Lopez , Malolan Vasu , Caleb Gallemore

This paper reports the findings of a 606-participant study where we analyzed the perception and engagement effects of COVID-19 vaccine rumours on Twitter pertaining to (a) vaccine efficacy; and (b) mass immunization efforts in the United…

社会与信息网络 · 计算机科学 2021-11-11 Filipo Sharevski , Allice Huff , Peter Jachim , Emma Pieroni

This study investigated and compared public sentiment related to COVID-19 vaccines expressed on two popular social media platforms, Reddit and Twitter, harvested from January 1, 2020, to March 1, 2022. To accomplish this task, we created a…

计算与语言 · 计算机科学 2022-11-29 Chad A Melton , Brianna M White , Robert L Davis , Robert A Bednarczyk , Arash Shaban-Nejad

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

For more than a decade, doubt about vaccines has become an increasingly important global issue. Polarization of opinions on this matter, especially through social media, has been repeatedly observed, but details about the balance of forces…

物理与社会 · 物理学 2020-05-05 Floriana Gargiulo , Florian Cafiero , Paul Guille-Escuret , Valerie Seror , Jeremy Ward

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

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

Twitter is one of the most popular social media platforms in the country, but pre-pandemic vaccination debate has been shown to be polarized and siloed into echo chambers. It is thus imperative to understand the nature of this discourse,…

社会与信息网络 · 计算机科学 2022-04-28 Giuseppe Crupi , Yelena Mejova , Michele Tizzani , Daniela Paolotti , Andre Panisson

Numerous successes have been achieved in combating the COVID-19 pandemic, initially using various precautionary measures like lockdowns, social distancing, and the use of face masks. More recently, various vaccinations have been developed…

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…

社会与信息网络 · 计算机科学 2023-08-28 Miguel E. P. Silva , Rigina Skeva , Thomas House , Caroline Jay

The COVID-19 pandemic brought upon a massive wave of disinformation, exacerbating polarization in the increasingly divided landscape of online discourse. In this context, popular social media users play a major role, as they have the…

社会与信息网络 · 计算机科学 2023-07-25 Giacomo De Nicola , Victor H. Tuekam Mambou , Göran Kauermann

The COVID-19 pandemic has resulted in a slew of misinformation, often described as an "infodemic". Whereas previous research has focused on the propagation of unreliable sources as a main vehicle of misinformation, the present study focuses…

社会与信息网络 · 计算机科学 2021-11-23 Alexandros Efstratiou , Tristan Caulfield

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

Empirical studies of online disinformation emphasize matters of public concern such as the COVID-19 pandemic, foreign election interference, and the Russo-Ukraine war, largely in studies that treat the topics separately. Comparatively fewer…

社会与信息网络 · 计算机科学 2024-07-01 David Axelrod , Sangyeon Kim , John Paolillo

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

Social media plays a pivotal role in disseminating news globally and acts as a platform for people to express their opinions on various topics. A wide variety of views accompanies COVID-19 vaccination drives across the globe, often colored…

计算与语言 · 计算机科学 2021-07-21 Harshita Chopra , Aniket Vashishtha , Ridam Pal , Ashima , Ananya Tyagi , Tavpritesh Sethi

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