We develop app-specific usage (Appnome) from user donated screenshots in an EMA study, and explore the relationships between app-specific use, problematic social media use, hedonic well-being, and eudaimonic well-being
Build on our past field experiment work ‘influenced the influencers’ that found content creator training promote evidence-based mental health communication online. Now, we find that exposure to that content improves mental health discourse for TikTok users.
Applying LLM-assisted content analysis for 4,000+ social media platform news releases on digital well-being practices, we found most practices lack harm identification and impact evaluation, focusing on content moderation rather than addressing harmful design features