Glowacki Elizabeth M, Wilcox Gary B, Glowacki Joseph B
College of Arts, Media and Design, Bouvé College of Health Sciences, Northeastern University, Boston, Massachusetts, USA.
Stan Richards School of Advertising & Public Relations, University of Texas at Austin, Austin, Texas, USA.
Subst Abus. 2021;42(1):39-46. doi: 10.1080/08897077.2020.1822489. Epub 2020 Sep 24.
The 2019 Novel Coronavirus (COVID-19) is responsible for thousands of deaths and hospitalizations. To curb the spread of this highly transmissible disease, governments enacted protective guidelines for its citizens, including social distancing and stay-at-home orders. These restrictions on social interactions can be especially problematic for individuals managing or recovering from addiction given that treatment often involves access to services and resources that became limited or even unavailable at this time. Social media sites like Twitter serve as a space for users to post questions and concerns about timely topics and allow for researchers to track common themes among the public. The goal of this study was to identify how the public was discussing addiction on Twitter during the COVID pandemic. We performed a text mining analysis to analyze tweets that contained "addiction" and "covid" to capture posts from the public that illustrated comments and concerns about addiction during the COVID-19 pandemic. We report on 3,301 tweets captured between January 31 and April 23, 2020. The study was conducted in the United States, but contained tweets from multiple countries. The most prevalent topics had to do with services offered by Acadia Healthcare and Serenity Healthcare Centers, attempts to manage time while home, difficulties of coping with alcoholism amidst rising sales of alcohol, and attention to ongoing health crises (e.g.,., opioids, vaping). Additional topics included affordable telehealth services, research from France on the relationship between nicotine and COVID-19, concerns about gambling addiction, and changing patterns in substance misuse as drug availability varies. Analyzing Twitter content enables health professionals to identify the public's concerns about addiction during the COVID-19 pandemic. Findings from text mining studies addressing timely health topics can serve as preliminary analyses for building more comprehensive models, which can then be used to generate recommendations for the larger public and inform policy.
2019新型冠状病毒(COVID-19)已导致数千人死亡和住院。为遏制这种高传染性疾病的传播,各国政府为公民制定了防护指南,包括保持社交距离和居家令。鉴于成瘾治疗通常需要使用此时变得有限甚至无法获得的服务和资源,这些对社交互动的限制对于正在应对成瘾问题或正在康复的个人来说可能尤其成问题。像推特这样的社交媒体平台为用户提供了一个空间,让他们可以发布关于当下热门话题的问题和担忧,并让研究人员追踪公众中的共同主题。本研究的目的是确定公众在新冠疫情期间如何在推特上讨论成瘾问题。我们进行了文本挖掘分析,以分析包含“成瘾”和“新冠”的推文,从而捕捉公众在COVID-19大流行期间对成瘾问题发表的评论和担忧。我们报告了在2020年1月31日至4月23日期间捕获的3301条推文。该研究在美国进行,但包含来自多个国家的推文。最普遍的话题与阿卡迪亚医疗保健公司和宁静医疗中心提供的服务、居家时管理时间的尝试、在酒精销量上升的情况下应对酗酒的困难以及对持续的健康危机(如阿片类药物、电子烟)的关注有关。其他话题包括负担得起的远程医疗服务、法国关于尼古丁与COVID-19关系的研究、对赌博成瘾的担忧以及随着毒品供应变化物质滥用模式的改变。分析推特内容使卫生专业人员能够确定公众在COVID-19大流行期间对成瘾问题的担忧。针对当下健康话题的文本挖掘研究结果可作为构建更全面模型的初步分析,进而用于为更广泛的公众生成建议并为政策提供参考。