Therapeutic Claims in Cannabidiol (CBD) Marketing Messages on Twitter.

Mohammad Soleymanpour, Sofia Saderholm, Ramakanth Kavuluru
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引用次数: 15

Abstract

Although the U.S. FDA has only approved exactly one cannabidiol (CBD) drug product (specifically to treat seizures), CBD products are proliferating rapidly through different modes of usage including food products, cosmetics, vaping pods, and supplements (typically, oils). Despite the FDA clearly warning consumers about unproven health claims made by manufacturers selling CBD products over the counter, the CBD market share was nearly 3 billion USD in 2020 and is expected to top 55 billion USD in 2028. In this context, it is important to assess the presence of health claims being made on social media, especially claims that are part of marketing messages. To this end, we collected over two million English tweets discussing CBD themes. We created a hand-labeled dataset and built machine learned classifiers to identify marketing tweets from regular tweets that may be generated by consumers. The best classifier achieved 85% precision, 83% recall, and 84% F-score. Our analyses showed that pain, anxiety disorders, sleep disorders, and stress are the four main therapeutic claims made constituting 31.67%, 27.11%, 13.77%, and 10.37% of all medical claims made on Twitter, respectively. Also, more than 93% of advertised CBD products are edibles or oil/tinctures. Our effort is the first to demonstrate the feasibility of surveillance of marketing claims for CBD products. We believe this could pave way for more explorations into this indispensable task in the current landscape of social media driven health (mis)information and communication.

Abstract Image

推特上大麻二酚(CBD)营销信息的治疗声明。
尽管美国食品和药物管理局只批准了一种大麻二酚(CBD)药物产品(专门用于治疗癫痫发作),但CBD产品正在通过不同的使用方式迅速增加,包括食品、化妆品、电子烟和补充剂(通常是油)。尽管FDA明确警告消费者,非处方销售CBD产品的制造商所做的未经证实的健康声明,但CBD的市场份额在2020年接近30亿美元,预计到2028年将超过550亿美元。在这种情况下,重要的是评估社交媒体上健康声明的存在,特别是作为营销信息一部分的声明。为此,我们收集了超过200万条讨论CBD主题的英文推文。我们创建了一个手工标记的数据集,并构建了机器学习分类器,从可能由消费者生成的常规推文中识别营销推文。最好的分类器达到85%的准确率,83%的召回率和84%的f分。我们的分析显示,疼痛、焦虑症、睡眠障碍和压力是四种主要的治疗声明,分别占Twitter上所有医疗声明的31.67%、27.11%、13.77%和10.37%。此外,超过93%的广告CBD产品是可食用的或油/酊剂。我们的努力首次证明了对CBD产品的营销声明进行监管的可行性。我们相信,在当前社交媒体驱动的健康(mis)信息和沟通环境中,这可以为更多探索这一不可或缺的任务铺平道路。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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