Studying Differential Mental Health Expressions in India

ACL ARR 2024 June Submission4175 Authors

16 Jun 2024 (modified: 08 Aug 2024)ACL ARR 2024 June SubmissionEveryoneRevisionsBibTeXCC BY 4.0
Abstract: Psychosocial stressors and the symptomatology of mental disorders vary across cultures. Mental health expressions on social media, however, are primarily informed by studies in the WEIRD (Western, Educated, Industrial, Rich, and Democratic) contexts. In this paper, we analyze mental health posts on Reddit made by individuals in India, to identify variations in online depression language specific to the Indian context compared to users from the Rest of the World (ROW). Unlike in Western samples, mental health discussions in India additionally express sadness, use negation, are present-focused, and are related to work and achievement. Illness is exclusively correlated to India, reaffirming the link between somatic symptoms and mental disorders in Indian patients. Two clinical psychologists validated the findings from social media posts and found 95% of the top-20 topics associated with mental health discussions as prevalent in Indians. Significant linguistic variations in online mental health-related language in India compared to ROW, highlight the need for precision culturally-aware mental health models. These findings have important implications for designing culturally appropriate interventions to reduce the growing diagnosis and treatment gap for mental disorders in India.
Paper Type: Long
Research Area: Computational Social Science and Cultural Analytics
Research Area Keywords: Depression, Social Media, Cross-Cultural
Contribution Types: Data analysis
Languages Studied: English
Submission Number: 4175
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