Hidden in Plain Sight: Exploring the Intersections of Mental Health, Eating Disorders, and Content Moderation on TikTok (2404.15457v1)
Abstract: Social media platforms actively moderate content glorifying harmful behaviors like eating disorders, which include anorexia and bulimia. However, users have adapted to evade moderation by using coded hashtags. Our study investigates the prevalence of moderation evaders on the popular social media platform TikTok and contrasts their use and emotional valence with mainstream hashtags. We notice that moderation evaders and mainstream hashtags appear together, indicating that vulnerable users might inadvertently encounter harmful content even when searching for mainstream terms. Additionally, through an analysis of emotional expressions in video descriptions and comments, we find that mainstream hashtags generally promote positive engagement, while moderation evaders evoke a wider range of emotions, including heightened negativity. These findings provide valuable insights for content creators, platform moderation efforts, and interventions aimed at cultivating a supportive online environment for discussions on mental health and eating disorders.
- SpanEmo: Casting multi-label emotion classification as span-prediction. arXiv preprint arXiv:2101.10038.
- Pro-ana versus pro-recovery: A content analytic comparison of social media users’ communication about eating disorders on Twitter and Tumblr. Frontiers in psychology, 8: 1356.
- Online networks of eating-disorder websites: why censoring pro-ana might be a bad idea. Perspectives in public health, 133(2): 1–2.
- Leveraging label correlations in a multi-label setting: A case study in emotion. In ICASSP 2023-2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 1–5. IEEE.
- Follow me and like my beautiful selfies: Singapore teenage girls’ engagement in self-presentation and peer comparison on social media. Computers in human behavior, 55: 190–197.
- Cobb, G. 2017. “This is not pro-ana”: Denial and disguise in pro-anorexia online spaces. Fat Studies, 6(2): 189–205.
- ‘Selfie’-objectification: The role of selfies in self-objectification and disordered eating in young women. Computers in Human Behavior, 79: 68–74.
- Eating disorders during the COVID-19 pandemic and quarantine: an overview of risks and recommendations for treatment and early intervention. Eating disorders, 30(1): 54–76.
- Social Contagion, from Suicide to Online Challenges to Eating Disorders: Current Research and Harm Mitigation Strategies for Youth Online. Journal of Online Trust and Safety, 2(1).
- Targeting the link between social media and eating disorder risk: A randomized controlled pilot study. International Journal of Eating Disorders, 55(8): 1066–1078.
- Association between engagement with appearance and eating related TikTok content and eating disorder symptoms via recommended content and appearance comparisons. International Journal of Eating Disorders.
- Social comparisons on social media: The impact of Facebook on young women’s body image concerns and mood. Body image, 13: 38–45.
- Festinger, L. 1957. Social comparison theory. Selective Exposure Theory, 16: 401.
- Objectification theory: Toward understanding women’s lived experiences and mental health risks. Psychology of women quarterly, 21(2): 173–206.
- Social media and eating disorder psychopathology: A systematic review. Cyberpsychology Journal of Psychosocial Research on Cyberspace.
- “Follow to* actually* heal binge eating”: A mixed methods textual content analysis of# BEDrecovery on TikTok. Eating Behaviors, 50: 101793.
- Visions of recovery: a cross-diagnostic examination of eating disorder pro-recovery communities on TikTok. Journal of Eating Disorders, 11(1): 109.
- The impact of exposure to the thin-ideal media image on women. Eating disorders, 12(1): 35–50.
- “This is just how I cope”: An inductive thematic analysis of eating disorder recovery content created and shared on TikTok using# EDrecovery. International journal of eating disorders, 54(4): 516–526.
- The effects of active social media engagement with peers on body image in young women. Body image, 28: 1–5.
- A systematic review of the impact of the use of social networking sites on body image and disordered eating outcomes. Body image, 17: 100–110.
- Hülsing, G. 2021. # Triggerwarning: Body Image: A qualitative study on the influences of TikTok consumption on the Body Image of adolescents. B.S. thesis, University of Twente.
- Hung, M.; et al. 2022. A content analysis on fitspiration and thinspiration posts on TikTok. Cornell Undergraduate Research Journal, 1(1): 55–62.
- Iqbal, M. 2021. TikTok revenue and usage statistics (2021). Business of apps, 1(1).
- Social media use and body image disorders: Association between frequency of comparing one’s own physical appearance to that of people being followed on social media and body dissatisfaction and drive for thinness. International journal of environmental research and public health, 18(6): 2880.
- “I (don’t) respect my body”: Investigating the role of mass media use and self-objectification on adolescents’ positive body image in a cross-national study. Mass Communication and Society, 24(1): 57–84.
- Keski-Rahkonen, A. 2021. Epidemiology of binge eating disorder: prevalence, course, comorbidity, and risk factors. Current opinion in psychiatry, 34(6): 525–531.
- Picture perfect: The direct effect of manipulated Instagram photos on body image in adolescent girls. Media Psychology, 21(1): 93–110.
- The psychology of radicalization and deradicalization: How significance quest impacts violent extremism. Political Psychology, 35: 69–93.
- Radicalized by Thinness: Using a Model of Radicalization to Understand Pro-Anorexia Communities on Twitter. arXiv preprint arXiv:2305.11316.
- Liu, J. 2022. Social Media and Its Impact on Chinese’s Women Body Image: The Effects of Body Comparison and Motivation for Social Media use. In 2021 International Conference on Public Art and Human Development (ICPAHD 2021), 206–210. Atlantis Press.
- Protect me from my selfie: Examining the association between photo-based social media behaviors and self-reported eating disorders in adolescence. International Journal of Eating Disorders, 53(5): 755–766.
- The prevalence and inter-relationship of negative body image perception, depression and susceptibility to eating disorders among female medical undergraduate students. Journal of clinical and diagnostic research: JCDR, 10(3): VC01.
- The pursuit of wellness: Social media, body image and eating disorders. Children and youth services review, 119: 105659.
- Using TikTok for public and youth mental health–A systematic review and content analysis. Clinical Child Psychology and Psychiatry, 28(1): 279–306.
- TikTok use and body dissatisfaction: Examining direct, indirect, and moderated relations. Body Image, 43: 205–216.
- Peng, S. 2023. The Negative Relationship Between Social Media and Body Image of Women. Journal of Education, Humanities and Social Sciences, 22: 557–562.
- The use of TikTok among children and adolescents with Eating Disorders: Experience in a third-level public Italian center during the SARS-CoV-2 pandemic. Italian Journal of Pediatrics, 48(1): 138.
- Health Communication Strategies via TikTok for the Prevention of Eating Disorders. Systems, 11(6): 274.
- The impact of the COVID-19 pandemic on eating disorder risk and symptoms. International Journal of Eating Disorders, 53(7): 1166–1170.
- Social media and body image: Modulating effects of social identities and user characteristics. Body Image, 41: 284–291.
- Salomon, I. P. 2020. Examining the Impact of Social Media Use on Body Dissatisfaction and Eating Disorder Symptomatology Among Adolescents.
- Eating disorders in times of the COVID-19 pandemic—Results from an online survey of patients with anorexia nervosa. International Journal of Eating Disorders, 53(11): 1791–1800.
- Research on adolescents regarding the indirect effect of depression, anxiety, and stress between TikTok use disorder and memory loss. International journal of environmental research and public health, 18(16): 8820.
- Uploading your best self: Selfie editing and body dissatisfaction. Body Image, 33: 175–182.
- Eating disorders: What everyone needs to Know®. Oxford University Press.
- Identifying and characterizing behavioral classes of radicalization within the qanon conspiracy on Twitter. In Proceedings of the International AAAI Conference on Web and Social Media, volume 17, 890–901.
- The impact of body-positivity and body-checking TikTok videos on body image. The Journal of Social Media in Society, 12(1): 49–60.
- Posting edited photos of the self: Increasing eating disorder risk or harmless behavior? International Journal of Eating Disorders, 53(6): 864–872.
- The relationship between SNS usage and disordered eating behaviors: a meta-analysis. Frontiers in Psychology, 12: 641919.
- Charles Bickham (6 papers)
- Kia Kazemi-Nia (1 paper)
- Luca Luceri (52 papers)
- Kristina Lerman (197 papers)
- Emilio Ferrara (197 papers)