Alambo Amanuel, Padhee Swati, Banerjee Tanvi, Thirunarayan Krishnaprasad
ArXiv. 2020 Nov 20:arXiv:2011.10518v1.
COVID-19 pandemic has adversely and disproportionately impacted people suffering from mental health issues and substance use problems. This has been exacerbated by social isolation during the pandemic and the social stigma associated with mental health and substance use disorders, making people reluctant to share their struggles and seek help. Due to the anonymity and privacy they provide, social media emerged as a convenient medium for people to share their experiences about their day to day struggles. Reddit is a well-recognized social media platform that provides focused and structured forums called subreddits, that users subscribe to and discuss their experiences with others. Temporal assessment of the topical correlation between social media postings about mental health/substance use and postings about Coronavirus is crucial to better understand public sentiment on the pandemic and its evolving impact, especially related to vulnerable populations. In this study, we conduct a longitudinal topical analysis of postings between subreddits r/depression, r/Anxiety, r/SuicideWatch, and r/Coronavirus, and postings between subreddits r/opiates, r/OpiatesRecovery, r/addiction, and r/Coronavirus from January 2020 - October 2020. Our results show a high topical correlation between postings in r/depression and r/Coronavirus in September 2020. Further, the topical correlation between postings on substance use disorders and Coronavirus fluctuates, showing the highest correlation in August 2020. By monitoring these trends from platforms such as Reddit, epidemiologists, and mental health professionals can gain insights into the challenges faced by communities for targeted interventions.
新冠疫情对患有心理健康问题和物质使用问题的人群产生了不利且不成比例的影响。疫情期间的社会隔离以及与心理健康和物质使用障碍相关的社会污名化加剧了这种情况,使得人们不愿分享自己的挣扎并寻求帮助。由于社交媒体提供了匿名性和隐私性,它成为人们分享日常挣扎经历的便捷媒介。Reddit是一个广为人知的社交媒体平台,它提供了名为“子版块”的专注且结构化的论坛,用户可以订阅并与他人讨论自己的经历。对社交媒体上关于心理健康/物质使用的帖子与关于冠状病毒的帖子之间的主题相关性进行时间评估,对于更好地了解公众对疫情的情绪及其不断演变的影响,尤其是与弱势群体相关的影响至关重要。在本研究中,我们对2020年1月至2020年10月期间r/抑郁症、r/焦虑症、r/自杀守望和r/冠状病毒等子版块之间的帖子,以及r/阿片类药物、r/阿片类药物康复、r/成瘾和r/冠状病毒等子版块之间的帖子进行了纵向主题分析。我们的结果显示,2020年9月r/抑郁症和r/冠状病毒版块的帖子之间存在高度主题相关性。此外,物质使用障碍相关帖子与冠状病毒相关帖子之间的主题相关性波动较大,在2020年8月显示出最高相关性。通过监测Reddit等平台上的这些趋势,流行病学家和心理健康专业人员可以深入了解社区面临的挑战,以便进行有针对性的干预。