ArticleDigital health
Beyond the filter: Impact of popularity on the mental health of social media influencers.
Article in Digital health. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
2 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Parasocial Engagement With Social Media Influencers and Mental Health Outcomes: Systematic Review and Meta-Analysis.JMIR mental health · 2026Pooled it
- Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Objective: This study examines the emotional state and interpersonal relationships of social media influencers, focusing on the psychological effects of their popularity and engagement. Despite increased awareness of mental health issues, influencers remain underrepresented in research. Barriers such as low mental health literacy, stigma, access issues, and the pressure to maintain virtual personas highlight the need for this investigation. This research addresses these gaps by systematically examining the impact of social media on influencers' mental health. Methods: An online survey was conducted using the positive and negative affect schedule (PANAS) and the Relationship Structures Questionnaire (ECR-RS). The target audience was social media influencers from various countries, with a specific focus on the United Arab Emirates (UAE). Participants were recruited from 2 November 2022, to 1 March 2023, through email, SMS, and direct messages on social media platforms. Statistical analyses included Results: A total of 161 social media influencers completed the survey. A significant association was found between extended social media usage and heightened negative emotions among influencers spending more than 5 hours daily on these platforms ( Conclusion: Our study provides compelling insights into the well-being, emotions, and relationship quality of social media influencers. It underscores the urgency of prioritizing their mental well-being on a global scale, helping them navigate the challenges of their digital careers while maintaining a positive impact on their audiences.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.