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YouTube has revolutionized the way people discover and consume video. Although YouTube facilitates easy access to hundreds of well-produced and trustworthy videos, abhorrent, misinformative, and mistargeted content is also common. The…

计算机与社会 · 计算机科学 2021-05-21 Kostantinos Papadamou

YouTube has today become the primary news source for many users, which raises concerns about the role its recommendation algorithm can play in the spread of misinformation and political polarization. Prior work in this area has mainly…

计算机与社会 · 计算机科学 2026-03-27 Salim Chouaki , Savaiz Nazir , Sandra Siby

With the 2022 US midterm elections approaching, conspiratorial claims about the 2020 presidential elections continue to threaten users' trust in the electoral process. To regulate election misinformation, YouTube introduced policies to…

计算机与社会 · 计算机科学 2023-02-16 Prerna Juneja , Md Momen Bhuiyan , Tanushree Mitra

Conspiracy theories have flourished on social media, raising concerns that such content is fueling the spread of disinformation, supporting extremist ideologies, and in some cases, leading to violence. Under increased scrutiny and pressure…

计算机与社会 · 计算机科学 2020-03-09 Marc Faddoul , Guillaume Chaslot , Hany Farid

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…

计算机与社会 · 计算机科学 2019-09-17 Aarash Heydari , Janny Zhang , Shaan Appel , Xinyi Wu , Gireeja Ranade

This paper contributes to the ongoing discussions on the scholarly access to social media data, discussing a case where this access is barred despite its value for understanding and countering online disinformation and despite the absence…

社会与信息网络 · 计算机科学 2022-10-04 Maria Castaldo , Paolo Frasca , Tommaso Venturini , Floriana Gargiulo

Online video-sharing sites such as YouTube are very popular and also used by a lot of people to obtain knowledge and information, also on science, health and technology. Technically they could be valuable tools for the public communication…

计算机与社会 · 计算机科学 2016-04-19 Joachim Allgaier

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

Short-form video platforms such as YouTube Shorts increasingly shape how information is consumed, yet the effects of engagement-driven algorithms on content exposure remain poorly understood. This study investigates how different viewing…

社会与信息网络 · 计算机科学 2025-07-08 Selimhan Dagtas , Mert Can Cakmak , Nitin Agarwal

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…

计算机与社会 · 计算机科学 2022-12-01 Niccolò Di Marco , Matteo Cinelli , Walter Quattrociocchi

Despite being an integral tool for finding health-related information online, YouTube has faced criticism for disseminating COVID-19 misinformation globally to its users. Yet, prior audit studies have predominantly investigated YouTube…

计算机与社会 · 计算机科学 2025-04-16 Hayoung Jung , Prerna Juneja , Tanushree Mitra

In this paper, we present results of an auditing study performed over YouTube aimed at investigating how fast a user can get into a misinformation filter bubble, but also what it takes to "burst the bubble", i.e., revert the bubble…

With YouTube's growing importance as a news platform, its recommendation system came under increased scrutiny. Recognizing YouTube's recommendation system as a broadcaster of media, we explore the applicability of laws that require…

人机交互 · 计算机科学 2021-07-22 Hendrik Heuer , Hendrik Hoch , Andreas Breiter , Yannis Theocharis

Recommendation algorithms (RS) used by social media, like YouTube, significantly shape our information consumption across various domains, especially in healthcare. Hence, algorithmic auditing becomes crucial to uncover their potential bias…

社会与信息网络 · 计算机科学 2024-04-12 Mohammed Lahsaini , Mohamed Lechiakh , Alexandre Maurer

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…

人机交互 · 计算机科学 2024-04-24 Olga Zagovora , Katrin Weller

In January 2019, YouTube announced it would exclude potentially harmful content from video recommendations but allow such videos to remain on the platform. While this step intends to reduce YouTube's role in propagating such content,…

社会与信息网络 · 计算机科学 2021-04-26 Cody Buntain , Richard Bonneau , Jonathan Nagler , Joshua A. Tucker

This study presents a data-driven analysis of COVID-19 discourse on YouTube, examining the sentiment, toxicity, and thematic patterns of video content published between January 2023 and October 2024. The analysis involved applying advanced…

社会与信息网络 · 计算机科学 2024-12-24 Vanessa Su , Nirmalya Thakur

YouTube has rapidly emerged as a predominant platform for content consumption, effectively displacing conventional media such as television and news outlets. A part of the enormous video stream uploaded to this platform includes…

计算机与社会 · 计算机科学 2025-07-11 Yelena Mejova , Michele Tizzani

Video communication has been rapidly increasing over the past decade, with YouTube providing a medium where users can post, discover, share, and react to videos. There has also been an increase in the number of videos citing research…

数字图书馆 · 计算机科学 2022-09-07 Abdul Rahman Shaikh , Hamed Alhoori , Maoyuan Sun

Recent years have witnessed a significant increase in the online sharing of medical information, with videos representing a large fraction of such online sources. Previous studies have however shown that more than half of the health-related…

机器学习 · 计算机科学 2019-09-05 Rui Hou , Verónica Pérez-Rosas , Stacy Loeb , Rada Mihalcea
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