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In this paper, we characterize the content and discourse on BitChute, a social video-hosting platform. Launched in 2017 as an alternative to YouTube, BitChute joins an ecosystem of alternative, low content moderation platforms, including…

Computers and Society · Computer Science 2025-11-14 Milo Trujillo , Maurício Gruppi , Cody Buntain , Benjamin D. Horne

One of the key emerging roles of the YouTube platform is providing creators the ability to generate revenue from their content and interactions. Alongside tools provided directly by the platform, such as revenue-sharing from advertising,…

Computers and Society · Computer Science 2022-10-10 Yiqing Hua , Manoel Horta Ribeiro , Robert West , Thomas Ristenpart , Mor Naaman

In this study, we characterize the cross-platform mobilization of YouTube and BitChute videos on Twitter during the 2020 U.S. Election fraud discussions. Specifically, we extend the VoterFraud2020 dataset to describe the prevalence of…

Social and Information Networks · Computer Science 2022-03-31 Matthew C. Childs , Cody Buntain , Milo Z. Trujillo , Benjamin D. Horne

The proliferation of harmful content shared online poses a threat to online information integrity and the integrity of discussion across platforms. Despite various moderation interventions adopted by social media platforms, researchers and…

Social and Information Networks · Computer Science 2023-04-07 Valerio La Gatta , Luca Luceri , Francesco Fabbri , Emilio Ferrara

YouTube is a major social media platform that plays a significant role in digital culture, with content creators at its core. These creators often engage in controversial behaviour to drive engagement, which can foster toxicity. This paper…

Computers and Society · Computer Science 2024-08-02 Thales Bertaglia , Catalina Goanta , Adriana Iamnitchi

The relationship between content production and consumption on algorithm-driven platforms like YouTube plays a critical role in shaping ideological behaviors. While prior work has largely focused on user behavior and algorithmic…

Computation and Language · Computer Science 2026-03-10 Sarmad Chandio , Rishab Nithyanand

Although it is under-studied relative to other social media platforms, YouTube is arguably the largest and most engaging online media consumption platform in the world. Recently, YouTube's scale has fueled concerns that YouTube users are…

Social and Information Networks · Computer Science 2022-10-12 Homa Hosseinmardi , Amir Ghasemian , Aaron Clauset , Markus Mobius , David M. Rothschild , Duncan J. Watts

Public discourse on critical issues such as climate change is progressively shifting to social media platforms that prioritize short-form video content. Content creators acting on those platforms play a pivotal role in shaping the…

Computers and Society · Computer Science 2024-02-21 Arianna Pera , Luca Maria Aiello

Energy production and management face significant political, economic, and environmental challenges, yet the rise in information consumption through social media undermines the availability of reliable knowledge to the general public. This…

Physics and Society · Physics 2025-11-21 Aleix Bassolas , Piero Birello , Julian Vicens

Non-profits, as well as the media, have hypothesized the existence of a radicalization pipeline on YouTube, claiming that users systematically progress towards more extreme content on the platform. Yet, there is to date no substantial…

Computers and Society · Computer Science 2021-10-22 Manoel Horta Ribeiro , Raphael Ottoni , Robert West , Virgílio A. F. Almeida , Wagner Meira

We present the first large-scale measurement study of cross-partisan discussions between liberals and conservatives on YouTube, based on a dataset of 274,241 political videos from 973 channels of US partisan media and 134M comments from…

Social and Information Networks · Computer Science 2021-04-13 Siqi Wu , Paul Resnick

As of 2018, YouTube, the major online video sharing website, hosts multiple channels promoting right-wing content. In this paper, we observe issues related to hate, violence and discriminatory bias in a dataset containing more than 7,000…

Social and Information Networks · Computer Science 2018-04-12 Raphael Ottoni , Evandro Cunha , Gabriel Magno , Pedro Bernadina , Wagner Meira , Virgilio Almeida

In this study, we undertake an extensive analysis of YouTube channels that reference research publications in their video descriptions, offering a unique insight into the intersection of digital media and academia. Our investigation focuses…

Human-Computer Interaction · Computer Science 2024-04-24 Olga Zagovora , Katrin Weller

Receiving negative sentiment, offensive comments, or even hate speech is a constant part of the working experience of content creators (CCs) on YouTube - a growing occupational group in the platform economy. This study investigates how…

Computers and Society · Computer Science 2025-04-11 Sarah Weißmann , Aaron Philipp , Roland Verwiebe , Chiara Osorio Krauter , Nina-Sophie Fritsch , Claudia Buder

The spread of inaccurate and misleading information may alter behaviours and complicate crisis management, especially during an emergency like the COVID-19 pandemic. This paper aims to investigate information diffusion during the COVID-19…

Computers and Society · Computer Science 2022-12-01 Niccolò Di Marco , Matteo Cinelli , Walter Quattrociocchi

Climate change debates have gained increasing visibility on social media, with YouTube emerging as one of the most influential platforms for political communication. Reaching billions of users worldwide, it functions both as a news outlet…

Social and Information Networks · Computer Science 2025-12-10 Sanika Damle , Radhika Krishnan

YouTube introduced the Shorts video format in 2021, allowing users to upload short videos that are prominently displayed on its website and app. Despite having such a large visual footprint, there are no studies to date that have looked at…

Social and Information Networks · Computer Science 2024-03-04 Caroline Violot , Tuğrulcan Elmas , Igor Bilogrevic , Mathias Humbert

On social media algorithms for content promotion, accounting for users preferences, might limit the exposure to unsolicited contents. In this work, we study how the same contents (videos) are consumed on different platforms -- i.e. Facebook…

Social and Information Networks · Computer Science 2016-09-28 Alessandro Bessi , Fabiana Zollo , Michela Del Vicario , Michelangelo Puliga , Antonio Scala , Guido Caldarelli , Brian Uzzi , Walter Quattrociocchi

The growing popularity of short-form video content, such as YouTube Shorts, has transformed user engagement on digital platforms, raising critical questions about the role of recommendation algorithms in shaping user experiences. These…

Information Retrieval · Computer Science 2025-07-30 Selimhan Dagtas , Mert Can Cakmak , Nitin Agarwal

We conduct a preliminary analysis of comments on political YouTube content containing misinformation in comparison to comments on trustworthy or apolitical videos, labelling the bias and factual ratings of our channels according to Media…

Computers and Society · Computer Science 2019-09-17 Aarash Heydari , Janny Zhang , Shaan Appel , Xinyi Wu , Gireeja Ranade
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