Social media and attitudes towards a COVID-19 vaccination: A systematic review of the literature

F Cascini, A Pantovic, YA Al-Ajlouni, G Failla… - …, 2022 - thelancet.com
Background Vaccine hesitancy continues to limit global efforts in combatting the COVID-19
pandemic. Emerging research demonstrates the role of social media in disseminating …

Echo chambers on social media: A systematic review of the literature

LTL Terren, RBBR Borge-Bravo - Review of Communication …, 2021 - rcommunicationr.org
There have been growing concerns regarding the potential impact of social media on
democracy and public debate. While some theorists have claimed that ICTs and social …

From pretraining data to language models to downstream tasks: Tracking the trails of political biases leading to unfair NLP models

S Feng, CY Park, Y Liu, Y Tsvetkov - arxiv preprint arxiv:2305.08283, 2023 - arxiv.org
Language models (LMs) are pretrained on diverse data sources, including news, discussion
forums, books, and online encyclopedias. A significant portion of this data includes opinions …

How digital media drive affective polarization through partisan sorting

P Törnberg - Proceedings of the National Academy of Sciences, 2022 - pnas.org
Politics has in recent decades entered an era of intense polarization. Explanations have
implicated digital media, with the so-called echo chamber remaining a dominant causal …

Less annotating, more classifying: Addressing the data scarcity issue of supervised machine learning with deep transfer learning and BERT-NLI

M Laurer, W Van Atteveldt, A Casas, K Welbers - Political Analysis, 2024 - cambridge.org
Supervised machine learning is an increasingly popular tool for analyzing large political text
corpora. The main disadvantage of supervised machine learning is the need for thousands …

Political polarization on the digital sphere: A cross-platform, over-time analysis of interactional, positional, and affective polarization on social media

M Yarchi, C Baden, N Kligler-Vilenchik - Political Communication, 2021 - Taylor & Francis
Political polarization on the digital sphere poses a real challenge to many democracies
around the world. Although the issue has received some scholarly attention, there is a need …

[KNJIGA][B] Are filter bubbles real?

A Bruns - 2019 - books.google.com
There has been much concern over the impact of partisan echo chambers and filter bubbles
on public debate. Is this concern justified, or is it distracting us from more serious issues …

Measuring objective and subjective well-being: dimensions and data sources

V Voukelatou, L Gabrielli, I Miliou, S Cresci… - International Journal of …, 2021 - Springer
Well-being is an important value for people's lives, and it could be considered as an index of
societal progress. Researchers have suggested two main approaches for the overall …

A survey of Twitter research: Data model, graph structure, sentiment analysis and attacks

D Antonakaki, P Fragopoulou, S Ioannidis - Expert systems with …, 2021 - Elsevier
Twitter is the third most popular worldwide Online Social Network (OSN) after Facebook and
Instagram. Compared to other OSNs, it has a simple data model and a straightforward data …

Most users do not follow political elites on Twitter; those who do show overwhelming preferences for ideological congruity

M Wojcieszak, A Casas, X Yu, J Nagler, JA Tucker - Science advances, 2022 - science.org
We offer comprehensive evidence of preferences for ideological congruity when people
engage with politicians, pundits, and news organizations on social media. Using 4 years of …