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  4. Emotionally Aware Moderation: The Potential of Emotion Monitoring in Shaping Healthier Social Media Conversations
 

Emotionally Aware Moderation: The Potential of Emotion Monitoring in Shaping Healthier Social Media Conversations

URI
https://arbor.bfh.ch/handle/arbor/45917
Version
Published
Identifiers
10.1145/3757472
Date Issued
2025
Author(s)
Su, Xiaotian
Zierau, Naim
Kim, Soomin
Wang, April Yi
Wambsganss, Thiemo  
Type
Article
Language
English
Subjects

social media

proactive interventio...

emotion monitoring

Abstract
Social media platforms increasingly employ proactive moderation techniques, such as detecting and curbing toxic and uncivil comments, to prevent the spread of harmful content. Despite these efforts, such approaches are often criticized for creating a climate of censorship and failing to address the underlying causes of uncivil behavior. Our work makes both theoretical and practical contributions by proposing and evaluating two types of emotion monitoring dashboards to enhance users' emotional awareness and mitigate hate speech. In a study involving 211 participants, we evaluate the effects of the two mechanisms on user commenting behavior and emotional experiences. The results reveal that these interventions effectively increase users' awareness of their emotional states and reduce hate speech. However, our findings also indicate potential unintended effects, including increased expression of negative emotions (Angry, Fear, and Sad) when discussing sensitive issues. These insights provide a basis for further research on integrating proactive emotion regulation tools into social media platforms to foster healthier digital interactions. CCS Concepts: • Computing methodologies → Natural language processing; • Human-centered computing → Social media; User studies; Empirical studies in HCI.
DOI
https://doi.org/10.24451/arbor.12390
Publisher DOI
10.1145/3757472
Journal or Serie
Proceedings of the ACM on Human-Computer Interaction
ISSN
2573-0142
Publisher URL
https://dl.acm.org/doi/10.1145/3757472
Organization
Wirtschaft  
Volume
9
Issue
7
Publisher
ACM
Submitter
Wambsganss, Thiemo
Citation apa
Su, X., Zierau, N., Kim, S., Wang, A. Y., & Wambsganss, T. (2025). Emotionally Aware Moderation: The Potential of Emotion Monitoring in Shaping Healthier Social Media Conversations. In Proceedings of the ACM on Human-Computer Interaction (Vol. 9, Issue 7). ACM. https://doi.org/10.24451/arbor.12390
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