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A large number of the most-subscribed YouTube channels target children of a very young age. Hundreds of toddler-oriented channels on YouTube feature inoffensive, well-produced, and educational videos. Unfortunately, inappropriate content…

Social media has become an essential part of the daily routines of children and adolescents. Moreover, enormous efforts have been made to ensure the psychological and emotional well-being of young users as well as their safety when…

Computers and Society · Computer Science 2021-03-17 Sultan Alshamrani , Ahmed Abusnaina , Mohammed Abuhamad , Daehun Nyang , David Mohaisen

The Internet has become an essential part of children's and adolescents' daily life. Social media platforms are used as educational and entertainment resources on daily bases by young users, leading enormous efforts to ensure their safety…

Social and Information Networks · Computer Science 2020-09-18 Sultan Alshamrani , Ahmed Abusnaina , David Mohaisen

In the last years, hundreds of new Youtube channels have been creating and sharing videos targeting children, with themes related to animation, superhero movies, comics, etc. Unfortunately, many of these videos are inappropriate for…

Computers and Society · Computer Science 2022-05-30 Myrsini Gkolemi , Panagiotis Papadopoulos , Evangelos P. Markatos , Nicolas Kourtellis

Online video services, messaging systems, games and social media services are tremendously popular among young people and children in many countries. Most of the digital services offered on the internet are advertising funded, which makes…

Computers and Society · Computer Science 2017-07-05 Camila Souza Araujo , Gabriel Magno , Wagner Meira , Virgilio Almeida , Pedro Hartung , Danilo Doneda

YouTube draws large number of users who contribute actively by uploading videos or commenting on existing videos. However, being a crowd sourced and large content pushed onto it, there is limited control over the content. This makes…

Social and Information Networks · Computer Science 2016-08-23 Rishabh Kaushal , Srishty Saha , Payal Bajaj , Ponnurangam Kumaraguru

Inappropriate and profane content on social media is exponentially increasing and big corporations are becoming more aware of the type of content on which they are advertising and how it may affect their brand reputation. But with a huge…

Machine Learning · Computer Science 2019-11-20 Vishal Anand , Ravi Shukla , Ashwani Gupta , Abhishek Kumar

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…

Computers and Society · Computer Science 2021-05-21 Kostantinos Papadamou

In today's digital age, concerns about online security and privacy have become paramount. However, addressing these issues can be difficult, especially within the context of family relationships, wherein parents and children may have…

Social and Information Networks · Computer Science 2024-02-06 Ran Elgedawy , John Sadik , Anuj Gautam , Trinity Bissahoyo , Christopher Childress , Jacob Leonard , Clay Shubert , Scott Ruoti

As teenagers increasingly turn to social media for health-related information, understanding the values of teen-targeted content has become important. Although videos on healthy lifestyles and self-improvement are gaining popularity on…

Human-Computer Interaction · Computer Science 2025-10-01 Kyuha Jung , Tyler Kim , Yunan Chen

Video-sharing social media platforms, such as TikTok, YouTube, and Instagram, implement content moderation policies aimed at reducing exposure to harmful videos among minor users. As video has become the dominant and most immersive form of…

Online video platforms receive hundreds of hours of uploads every minute, making manual content moderation impossible. Unfortunately, the most vulnerable consumers of malicious video content are children from ages 1-5 whose attention is…

Computer Vision and Pattern Recognition · Computer Science 2023-05-26 Syed Hammad Ahmed , Muhammad Junaid Khan , H. M. Umer Qaisar , Gita Sukthankar

Faced with the challenge of attracting user attention and revenue, social media websites have turned to video advertisements (video-ads). While in traditional media the video-ad market is mostly based on an interaction between content…

Social and Information Networks · Computer Science 2016-04-28 Mariana Arantes , Flavio Figueiredo , Jussara M. Almeida

Many researchers and organizations, such as WHO and UNICEF, have raised awareness of the dangers of advertisements targeted at children. While most existing laws only regulate ads on television that may reach children, lawmakers have been…

Social and Information Networks · Computer Science 2023-10-09 Tinhinane Medjkoune , Oana Goga , Juliette Senechal

The prevalence of short form video platforms, combined with the ineffectiveness of age verification mechanisms, raises concerns about the potential harms facing children and teenagers in an algorithm-moderated online environment. We…

Computers and Society · Computer Science 2026-05-27 Haoning Xue , Brian Nishimine , Martin Hilbert , Drew Cingel , Samantha Vigil , Jane Shawcroft , Arti Thakur , Zubair Shafiq , Jingwen Zhang

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,…

Social and Information Networks · Computer Science 2021-04-26 Cody Buntain , Richard Bonneau , Jonathan Nagler , Joshua A. Tucker

TikTok, the social media platform that is popular among children and adolescents, offers a more restrictive "Under 13 Experience" exclusively for young users in the US, also known as TikTok's "Kids Mode". While prior research has studied…

Human-Computer Interaction · Computer Science 2025-07-02 Olivia Figueira , Pranathi Chamarthi , Tu Le , Athina Markopoulou

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

Video dissemination through sites such as YouTube can have widespread impacts on opinions, thoughts, and cultures. Not all videos will reach the same popularity and have the same impact. Popularity differences arise not only because of…

Social and Information Networks · Computer Science 2013-11-27 Youmna Borghol , Sebastien Ardon , Niklas Carlsson , Derek Eager , Anirban Mahanti

The presence of children in the online world is increasing at a rapid pace. As children interact with services such as video sharing, live streaming, and gaming, a number of concerns arise regarding their security and privacy as well as…

Computers and Society · Computer Science 2022-08-05 Virginia N. L. Franqueira , Jessica A. Annor , Ozgur Kafali
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