Psychosocial stressors and the symptomatology of mental disorders are known to vary with socio-cultural environment. 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.
翻译:心理社会压力源与精神障碍的症状表现已知会随社会文化环境而变化。然而,社交媒体上心理健康表达的研究主要基于WEIRD(西方、受教育、工业化、富裕、民主)背景下的数据。本文分析了印度用户在Reddit上发布的心理健康相关帖子,旨在识别与全球其他地区(ROW)用户相比,印度背景下在线抑郁语言的特殊变异。与西方样本不同,印度用户的心理健康讨论额外表现出悲伤情绪、使用否定句式、关注当下,且与工作和成就相关联。{疾病}与印度地区存在独特性关联,证实了印度患者中躯体症状与精神障碍的联系。两位临床心理学家验证了这些社交媒体帖子的发现,发现与心理健康讨论相关的前20个主题中,95%在印度人群中"普遍存在"。与ROW相比,印度在线心理健康相关语言存在显著语言学变异,这凸显了开发具有文化敏感性的精准心理健康模型的必要性。这些发现对于设计符合文化背景的干预措施、缩小印度日益扩大的精神障碍诊断与治疗差距具有重要启示意义。