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使用自然语言处理技术识别和表征Instagram上合成尼古丁产品的推广与销售情况

Identification and Characterization of Synthetic Nicotine Product Promotion and Sales on Instagram Using Natural Language Processing.

作者信息

Shah Neal A, Li Zhuoran, McMann Tiana, Calac Alec J, Le Nicolette, Nali Matthew C, Cuomo Raphael E, Mackey Tim K

机构信息

Department of Anesthesiology, University of California, San Diego School of Medicine, San Diego, CA, USA.

Global Health Policy and Data Institute, San Diego, CA, USA.

出版信息

Nicotine Tob Res. 2024 Apr 22;26(5):580-588. doi: 10.1093/ntr/ntad222.

Abstract

INTRODUCTION

There has been a rapid proliferation of synthetic nicotine products in recent years, despite newly established regulatory authority and limited research into its health risks. Previous research has implicated social media platforms as an avenue for nicotine product unregulated sales. Yet, little is known about synthetic nicotine product content on social media. We utilized natural language processing to characterize the sales of synthetic nicotine products on Instagram.

METHODS

We collected Instagram posts by querying Instagram hashtags (eg, "#tobaccofreenicotine) related to synthetic nicotine. Using Bidirectional Encoder Representations from Transformers, collected posts were categorized into thematically related topic clusters. Posts within topic clusters relevant to study aims were then manually annotated for variables related to promotion and selling (eg, cost discussion, contact information for offline sales).

RESULTS

A total of 7425 unique posts were collected with 2219 posts identified as related to promotion and selling of synthetic nicotine products. Nicotine pouches (52.9%, n = 1174), electronic nicotine delivery systems (30.6%, n = 679), and flavored e-liquids (14.1%, n = 313) were most commonly promoted. About 16.1% (n = 345) of posts contained embedded hyperlinks and 5.8% (n = 129) provided contact information for purported offline transactions. Only 17.6% (n = 391) of posts contained synthetic nicotine-specific health warnings.

CONCLUSIONS

In the United States, synthetic nicotine products can only be legally marketed if they have received premarket authorization from the Food and Drug Administration (FDA). Despite these prohibitions, Instagram appears to be a hub for potentially unregulated sales of synthetic and "tobacco-free" products. Efforts are needed by platforms and regulators to enhance content moderation and prevent unregulated online sales of existing and emerging synthetic nicotine products.

IMPLICATIONS

There is limited clinical understanding of synthetic nicotine's unique health risks and how these novel products are changing over time due to regulatory oversight. Despite synthetic nicotine-specific regulatory measures, such as the requirement for premarket authorization and FDA warning letters issued to unauthorized sellers, access to and promotion of synthetic nicotine is widely occurring on Instagram, a platform with over 2 billion users and one that is popular among youth and young adults. Activities include direct-to-consumer sales from questionable sources, inadequate health warning disclosure, and exposure with limited age restrictions, all conditions necessary for the sale of various tobacco products. Notably, the number of these Instagram posts increased in response to the announcement of new FDA regulations. In response, more robust online monitoring, content moderation, and proactive enforcement are needed from platforms who should work collaboratively with regulators to identify, report, and remove content in clear violation of platform policies and federal laws. Regulatory implementation and enforcement should prioritize digital platforms as conduits for unregulated access to synthetic nicotine products and other future novel and emerging tobacco products.

摘要

引言

近年来,合成尼古丁产品迅速扩散,尽管新设立了监管机构,且对其健康风险的研究有限。先前的研究表明,社交媒体平台是尼古丁产品不受监管销售的一个渠道。然而,对于社交媒体上合成尼古丁产品的内容却知之甚少。我们利用自然语言处理技术来描述Instagram上合成尼古丁产品的销售情况。

方法

我们通过查询与合成尼古丁相关的Instagram标签(如“#无烟草尼古丁”)来收集Instagram帖子。利用来自Transformer的双向编码器表示,将收集到的帖子分类到主题相关的主题簇中。然后,对与研究目标相关的主题簇中的帖子手动标注与推广和销售相关的变量(如成本讨论、线下销售的联系信息)。

结果

共收集到7425条独特的帖子,其中2219条被确定与合成尼古丁产品的推广和销售有关。最常被推广的是尼古丁袋(52.9%,n = 1174)、电子尼古丁传送系统(30.6%,n = 679)和调味电子烟液(14.1%,n = 313)。约16.1%(n = 345)的帖子包含嵌入式超链接,5.8%(n = 129)提供了所谓线下交易的联系信息。只有17.6%(n = 391)的帖子包含合成尼古丁特定的健康警告。

结论

在美国,合成尼古丁产品只有在获得美国食品药品监督管理局(FDA)的上市前授权后才能合法销售。尽管有这些禁令,Instagram似乎是合成和“无烟草”产品潜在不受监管销售的一个中心。平台和监管机构需要努力加强内容审核,防止现有和新兴合成尼古丁产品的不受监管的在线销售。

启示

对合成尼古丁独特的健康风险以及由于监管监督这些新产品如何随时间变化,临床了解有限。尽管有合成尼古丁特定的监管措施,如上市前授权要求和向未经授权的卖家发出的FDA警告信,但在拥有超过20亿用户且在青少年和年轻人中很受欢迎的Instagram平台上,合成尼古丁的获取和推广却广泛存在。这些活动包括来自可疑来源的直接面向消费者的销售、健康警告披露不足以及年龄限制有限的曝光,所有这些都是各类烟草产品销售的必要条件。值得注意的是,随着FDA新法规的宣布,这些Instagram帖子的数量有所增加。对此,平台需要进行更有力的在线监测、内容审核和积极执法,应与监管机构合作,识别、报告和删除明显违反平台政策和联邦法律的内容。监管实施和执法应将数字平台作为不受监管获取合成尼古丁产品及其他未来新型和新兴烟草产品的渠道予以优先考虑。

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