• Allcott H, Gentzkow M and Song L,
'Digital Addiction' (2022) 112(7) AER 2424–2463, doi:10.1257/aer.20210867
• Alonzo R, Hussain J, Stranges S and Anderson KK,
'Interplay Between Social Media Use, Sleep Quality, and Mental Health in Youth: A Systematic Review' (2021) 56 Sleep Med Rev 101414, doi:10.1016/j.smrv.2020.101414
• American Psychological Association,
Health Advisory on Social Media Use in Adolescence (May 2023)
• Barnes C, Hall A, Mantach S, Oldmeadow C, Attia J, Backholer K, Williams C, Tefera Y, Kay F and Wolfenden L, 'Assessing Early Effects of Australia's Social Media Minimum Age Act on Adolescents' Social Media Use: Observational Study' (2026) 393 BMJ e363695, doi:10.1136/bmj-2026-363695 (
BMJ Group)
• Bellovin SM,
'Privacy-Preserving Age Verification—and Its Limitations' (position paper, IAB/W3C Workshop on Age-Based Restrictions on Content Access, 7–9 October 2025)
• Braghieri L, Levy R and Makarin A,
'Social Media and Mental Health' (2022) 112(11) AER 3660–3693, doi:10.1257/aer.20211218
• Celi S, Den Hartog K and Haddadi H,
'The limits of zero-knowledge for age-verification' (Brave blog, 5 November 2025)
• Chatel S, Knabenhans C, Lueks W, Raynal M, Troncoso C and Vécsi Á,
'Limitations and Pitfalls of Integrating PETs in Online Age Verification' (position paper, IAB/W3C Workshop on Age-Based Restrictions on Content Access, 7–9 October 2025)
• Common Sense Media,
Talk, Trust, and Trade-Offs: How and Why Teens Use AI Companions (16 July 2025)
• De Freitas J, Oguz-Uguralp Z and Kaan-Uguralp A,
'Emotional Manipulation by AI Companions' (arXiv:2508.19258, 2025)
• Fang CM, Liu AR, Danry V, Lee E, Chan SWT, Pataranutaporn P, Maes P, Phang J, Lampe M, Ahmad L and Agarwal S,
'How AI and Human Behaviors Shape Psychosocial Effects of Extended Chatbot Use: A Longitudinal Randomized Controlled Study' (arXiv:2503.17473v2, 2 October 2025)
• Faverio M and Sidoti O,
Teens, Social Media and AI Chatbots 2025 (Pew Research Center, 9 December 2025)
• Ferguson CJ, Kaye LK, Branley-Bell D and Markey P, 'There Is No Evidence That Time Spent on Social Media Is Correlated With Adolescent Mental Health Problems: Findings From a Meta-Analysis' (2025) 56(1) Prof Psychol Res Pract 73–83, doi:10.1037/pro0000589
• Fitz N, Kushlev K, Jagannathan R, Lewis T, Paliwal D and Ariely D,
'Batching Smartphone Notifications Can Improve Well-Being' (2019) 101 Computers in Human Behavior 84–94, doi:10.1016/j.chb.2019.07.016
• Frigo M and shelat a,
'Anonymous Credentials from ECDSA' (IACR Cryptology ePrint Archive 2024/2010, rev 27 April 2026; also in IACR Communications in Cryptology vol 3(1), 2026)
• Haidt J,
The Anxious Generation: How the Great Rewiring of Childhood Is Causing an Epidemic of Mental Illness (Penguin Press 2024)
• Hanaoka K and others,
'Face Analysis Technology Evaluation: Age Estimation and Verification', NIST IR 8525 (NIST, 29 May 2024)
• Heinz MV and others, 'Randomized Trial of a Generative AI Chatbot for Mental Health Treatment' (2025) NEJM AI (
ScienceDaily summary)
• Kelly Y, Zilanawala A, Booker C and Sacker A,
'Social Media Use and Adolescent Mental Health: Findings From the UK Millennium Cohort Study' (2018) 6 EClinicalMedicine 59–68, doi:10.1016/j.eclinm.2018.12.005
• Kirk HR, Gabriel I, Summerfield C, Vidgen B and Hale SA,
'Why Human–AI Relationships Need Socioaffective Alignment' (2025) 12 Humanit Soc Sci Commun 728 (
arXiv:2502.02528)
• Krook J,
'Manipulation and the AI Act: Large Language Model Chatbots and the Danger of Mirrors' (arXiv:2503.18387, 24 March 2025)
• McBain RK and others,
'Use of Generative AI for Mental Health Advice Among US Adolescents and Young Adults' (2025) 8(11) JAMA Netw Open e2542281, doi:10.1001/jamanetworkopen.2025.42281
• McBain RK and others,
'AI Chatbot Use and Disclosure for Mental Health Among US Adolescents and Young Adults' JAMA Pediatrics (published online 3 June 2026) doi:10.1001/jamapediatrics.2026.2015
• Medienpädagogischer Forschungsverbund Südwest (mpfs),
JIM-Studie 2025: Jugend, Information, Medien – press release PM 4/2025 (2025)
• Milli S, Carroll M, Wang Y, Pandey S, Zhao S and Dragan AD, 'Engagement, User Satisfaction, and the Amplification of Divisive Content on Social Media' (2025) 4(3) PNAS Nexus pgaf062, doi:10.1093/pnasnexus/pgaf062
• Nagata JM, Memon Z, Talebloo J and others,
'Prevalence and Patterns of Social Media Use in Early Adolescents' (2025) 25(4) Acad Pediatr 102784, doi:10.1016/j.acap.2025.102784
• National Academies of Sciences, Engineering, and Medicine,
Social Media and Adolescent Health (National Academies Press 2024; released 13 December 2023) doi:10.17226/27396
• Odgers CL,
'The Great Rewiring: Is Social Media Really Behind an Epidemic of Teenage Mental Illness?' (2024) 628(8006) Nature 29–30, doi:10.1038/d41586-024-00902-2
• Orben A and Przybylski AK,
'The Association Between Adolescent Well-Being and Digital Technology Use' (2019) 3(2) Nat Hum Behav 173–182, doi:10.1038/s41562-018-0506-1
• Orben A, Przybylski AK, Blakemore S-J and Kievit RA,
'Windows of Developmental Sensitivity to Social Media' (2022) 13 Nat Commun 1649, doi:10.1038/s41467-022-29296-3
• Orben A, Purba AK, Fokas I, Gunschera LJ, Yap ZY, Davidson B, Davis OSP, Ellis DA, Goodyear V, Haworth CMA, Hollis C, Joinson A, Katikireddi SV, Livingstone S, Panayiotou M, Przybylski AK, Townsend E and Zendle D,
Feasibility Study of Methods and Data to Understand the Impact of Smartphones and Social Media on Children and Young People (DSIT, May 2025, published 20 January 2026)
• Sala A, Porcaro L and Gómez E,
'Social Media Use and Adolescents' Mental Health and Well-being: An Umbrella Review' (2024) 14 Computers in Human Behavior Reports 100404, doi:10.1016/j.chbr.2024.100404
• SciencesPo DIGILAW Clinic and BEUC,
Synthetic Empathy: Risks and Rights in Artificial Companionship (BEUC-X-2026-049, 26 May 2026)
• Tølbøll KB, 'Review: Social Media Use and Adolescent Mental Health – An Umbrella Review and Power Analysis' (2026) Child and Adolescent Mental Health (published online 27 January 2026) doi:10.1111/camh.70071
• UK Chief Medical Officers,
United Kingdom Chief Medical Officers' Commentary on 'Screen-Based Activities and Children and Young People's Mental Health and Psychosocial Wellbeing: A Systematic Map of Reviews' (DHSC, 7 February 2019)
• US Surgeon General,
Social Media and Youth Mental Health (2023)
• Valkenburg PM, Meier A and Beyens I, 'Social Media Use and Its Impact on Adolescent Mental Health: An Umbrella Review of the Evidence' (2022) 44 Curr Opin Psychol 58–68, doi:10.1016/j.copsyc.2021.08.017
• van Essen CM and Van Ouytsel J,
'Snapchat Streaks: How Are These Forms of Gamified Interactions Associated with Problematic Smartphone Use and Fear of Missing Out Among Early Adolescents?' (2023) 11 Telematics and Informatics Reports 100087, doi:10.1016/j.teler.2023.100087
• Xiao Y, Meng Y, Brown TT, Keyes KM and Mann JJ,
'Addictive Screen Use Trajectories and Suicidal Behaviors, Suicidal Ideation, and Mental Health in US Youths' (2025) 334(3) JAMA 219–228, doi:10.1001/jama.2025.7829
• Zendle D, Flick C, Gordon-Petrovskaya E, Ballou N, Xiao LY and Drachen A,
'No Evidence That Chinese Playtime Mandates Reduced Heavy Gaming in One Segment of the Video Games Industry' (2023) 7(10) Nat Hum Behav 1753–1766, doi:10.1038/s41562-023-01669-8
• Zhang R, Li H, Meng H, Zhan J, Gan H and Lee Y-C,
'The Dark Side of AI Companionship: A Taxonomy of Harmful Algorithmic Behaviors in Human-AI Relationships' in
Proceedings of the 2025 CHI Conference on Human Factors in Computing Systems (ACM 2025) doi:10.1145/3706598.3713429