Public debate on children’s safety in social media has focused mostly on age verification. While important, it regulates who can access platforms, not what children and adolescents are repeatedly exposed to. Yet, harms may arise from isolated age-inappropriate content as well as from cumulative exposure over time. Protecting minors therefore requires broadening the debate beyond access control to include exposure governance. This shift raises major research challenges, including the need for novel context-informed risk taxonomies and computational frameworks for modeling exposure, supported by advances in machine learning, natural language processing, temporal modeling, causal inference, privacy-preserving systems, and interdisciplinary collaboration with other fields. If computing helped shape children’s digital environments, it must now help govern what algorithms repeatedly place before young minds.

Governing Children’s and Adolescents’ Exposure on Social Media: A Taxonomy of Risks and Harms

Kênia Carolina Gonçalves;Patti, Viviana;
2026-01-01

Abstract

Public debate on children’s safety in social media has focused mostly on age verification. While important, it regulates who can access platforms, not what children and adolescents are repeatedly exposed to. Yet, harms may arise from isolated age-inappropriate content as well as from cumulative exposure over time. Protecting minors therefore requires broadening the debate beyond access control to include exposure governance. This shift raises major research challenges, including the need for novel context-informed risk taxonomies and computational frameworks for modeling exposure, supported by advances in machine learning, natural language processing, temporal modeling, causal inference, privacy-preserving systems, and interdisciplinary collaboration with other fields. If computing helped shape children’s digital environments, it must now help govern what algorithms repeatedly place before young minds.
2026
30
4
67
72
https://ieeexplore.ieee.org/document/11667975
Safety, Adolescents, , Social Media , Causal Inference , Social Media Platforms , Public Debate , Digital Platforms , Access Control , Cumulative Exposure , Advanced Machine Learning , Temporal Model , Popular Social Media Platforms , Online Safety , Need For Frameworks , Young Minds , Usability , Dynamic Interactions , Access Restrictions , Cyberbullying , Social Media Environment , Sequential Interactions , Exposure Monitoring , Content Moderation , Online Risk , Harmful Content , Privacy Preservation , Verification Mechanism
Almeida, Jussara Marques de; Kênia Carolina Gonçalves; Patti, Viviana; Marques-Neto, Humberto Torres; Almeida, Virgilio
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2318/2157331
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