社交媒体帖子中的 Ozempic(胰高血糖素样肽 1 受体激动剂):通过 Reddit 主题建模揭示用户观点

Seraphina Fong , Alessandro Carollo , Lambros Lazuras , Ornella Corazza , Gianluca Esposito
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引用次数: 0

摘要

塞马鲁肽(Semaglutide)是一种胰高血糖素样肽 1(GLP-1)受体激动剂,以 Ozempic 品牌销售,最初用于治疗糖尿病和肥胖症。然而,没有医疗原因的健康人在没有医疗监督的情况下使用 Ozempic 来改善自己的外貌--这一趋势通过社交媒体、新闻报道和相关名人代言而激增。因此,探索社交媒体上的帖子可以深入了解个人的经历、信念、动机以及对 Ozempic 的误解。为此,本研究利用用于主题建模的自然语言处理方法 BERTopic,分析了三个 Reddit 子论坛(r/ozempic、r/ozempicforweightloss、r/semaglutide)中的 46,491 篇帖子,时间跨度为 2019 年 4 月至 2023 年 12 月。分析显示了各种讨论主题,包括使用 Ozempic 减肥、剂量、因缺乏糖尿病诊断而被保险拒保、减肥跟踪和副作用管理。总体而言,首要主题集中在以减肥为目的的 Ozempic 及其 GLP-1 激动剂的标示外使用上。此外,在社交媒体的讨论中,人们并不经常出现关于标签外和无监督使用 Ozempic 作为形象提升剂所带来的健康危害的意识。这些发现得到了动态主题建模分析的支持,为了解社区成员在与 Ozempic 相关的 subreddits 中的经验和观点提供了生态学见解,加强了该药物在体重管理方面越来越受欢迎的证据,以及社交媒体所发挥的作用。研究还显示了关于健康人在无医疗原因的情况下标示外使用 Ozempic 所带来的健康风险的宣传活动如何有助于抵消社交媒体讨论中发现的风险意识不足的问题。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Ozempic (Glucagon-like peptide 1 receptor agonist) in social media posts: Unveiling user perspectives through Reddit topic modeling

Semaglutide, a Glucagon-like peptide 1 (GLP-1) receptor agonist marketed under the brand name Ozempic, is originally prescribed for diabetes treatment and obesity management. However, healthy individuals without a medical cause use Ozempic without medical supervision to improve their physical appearance - a trend that has proliferated through social media, news coverage, and relevant celebrity endorsements. Thus, exploring social media posts can provide insight into understanding individuals’ experiences, beliefs, motivation, as well as misconceptions about Ozempic. To do so, this study utilizes BERTopic, a natural language processing approach for topic modeling, to analyze 46,491 Reddit posts from three subreddits (r/ozempic, r/ozempicforweightloss, r/semaglutide) dated between April 2019 and December 2023. The analysis revealed various discussion topics, including using Ozempic for weight loss, dosaging, insurance denial due to lack of a diabetes diagnosis, weight loss tracking, and side effect management. Overall, the overarching theme centered on the off-label use of Ozempic and its GLP-1 agonist counterparts for weight loss purposes. Moreover, awareness on the health hazards associated with the off-label and unsupervised use of Ozempic as an image enhancer do not frequently appear in the social media discussions. These findings, supported by a dynamic topic modeling analysis, offer ecological insights into the experiences and opinions of community members in Ozempic-related subreddits, reinforcing the growing evidence of the drug's increasing popularity for weight management as well as the role played by social media. The study also shows how information campaigns about the health risks associated with the off-label use of Ozempic by healthy individuals without a medical cause may help counterbalance the lack of risk awareness detected in social media discussions.

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来源期刊
Emerging trends in drugs, addictions, and health
Emerging trends in drugs, addictions, and health Pharmacology, Psychiatry and Mental Health, Forensic Medicine, Drug Discovery, Pharmacology, Toxicology and Pharmaceutics (General)
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2.40
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