Department of Electrical and Systems Engineering, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America.
Penn Medicine Center for Digital Health, University of Pennsylvania, Philadelphia, Pennsylvania, United States of America.
PLoS One. 2023 Feb 3;18(2):e0280337. doi: 10.1371/journal.pone.0280337. eCollection 2023.
COVID-19 has adversely impacted the health behaviors of billions of people across the globe, modifying their former trends in health and lifestyle. In this paper, we compare the psychosocial language markers associated with diet, physical activity, substance use, and smoking before and after the onset of COVID-19 pandemic. We leverage the popular social media platform Reddit to analyze 1 million posts between January 6, 2019, to January 5, 2021, from 22 different communities (i.e., subreddits) that belong to four broader groups-diet, physical activity, substance use, and smoking. We identified that before the COVID-19 pandemic, posts involved sharing information about vacation, international travel, work, family, consumption of illicit substances, vaping, and alcohol, whereas during the pandemic, posts contained emotional content associated with quarantine, withdrawal symptoms, anxiety, attempts to quit smoking, cravings, weight loss, and physical fitness. Prevalent topic analysis showed that the pandemic was associated with discussions about nutrition, physical fitness, and outdoor activities such as backpacking and biking, suggesting users' focus shifted toward their physical health during the pandemic. Starting from the week of March 23, 2020, when several stay-at-home policies were enacted, users wrote more about coping with stress and anxiety, alcohol misuse and abuse, and harm-reduction strategies like switching from hard liquor to beer/wine after people were socially isolated. In addition, posts related to use of substances such as benzodiazepines (valium, xanax, clonazepam), nootropics (kratom, phenibut), and opioids peaked around March 23, 2020, followed by a decline. Of note, unlike the general decline observed, the volume of posts related to alternatives to heroin (e.g., fentanyl) increased during the COVID-19 pandemic. Posts about quitting smoking gained momentum after late March 2020, and there was a sharp decline in posts about craving to smoke. This study highlights the significance of studying social media discussions on platforms like Reddit which are a rich ecological source of human experiences and provide insights to inform targeted messaging and mitigation strategies, and further complement ongoing traditional primary data collection methods.
新冠疫情对全球数十亿人的健康行为产生了不利影响,改变了他们以前的健康和生活方式趋势。在本文中,我们比较了新冠疫情前后与饮食、体育活动、物质使用和吸烟相关的社会心理语言标记。我们利用广受欢迎的社交媒体平台 Reddit 分析了 2019 年 1 月 6 日至 2021 年 1 月 5 日期间来自 22 个不同社区(即子版块)的 100 万条帖子,这些社区属于四个更广泛的组——饮食、体育活动、物质使用和吸烟。我们发现,在新冠疫情之前,帖子涉及分享关于度假、国际旅行、工作、家庭、非法物质消费、蒸气和酒精的信息,而在疫情期间,帖子包含与隔离、戒断症状、焦虑、戒烟尝试、渴望、体重减轻和身体健康相关的情绪内容。流行话题分析表明,疫情与营养、身体健康和户外活动(如背包旅行和骑自行车)相关的讨论有关,表明用户在疫情期间将注意力转移到了身体健康上。从 2020 年 3 月 23 日开始,随着多项居家政策的实施,用户更多地撰写了有关应对压力和焦虑、酒精滥用和误用以及伤害减少策略的内容,例如在社交隔离后从烈性酒切换到啤酒/葡萄酒。此外,与苯二氮卓类药物(安定、阿普唑仑、氯硝西泮)、益智药(卡痛、苯乙胺)和阿片类药物等物质使用相关的帖子在 2020 年 3 月 23 日左右达到峰值,随后下降。值得注意的是,与观察到的总体下降不同,与海洛因替代品(例如芬太尼)相关的帖子数量在新冠疫情期间增加。2020 年 3 月下旬后,戒烟相关的帖子势头增强,对吸烟的渴望帖子数量急剧下降。这项研究强调了在 Reddit 等社交媒体平台上研究社交媒体讨论的重要性,这些平台是人类经验的丰富生态来源,可以提供有针对性的信息和缓解策略的见解,并进一步补充正在进行的传统主要数据收集方法。