Goergen Institute for Data Science, University of Rochester, Rochester, NY 14627, USA.
Department of Computer Science, University of Rochester, Rochester, NY 14627, USA.
Int J Environ Res Public Health. 2023 Feb 1;20(3):2618. doi: 10.3390/ijerph20032618.
Starting from 1 October 2021, Australia requires a prescription for purchasing nicotine vaping products. On 29 October 2021, the UK provided a guideline to treat e-cigarettes as medical products. This study aims to understand public perceptions of the prescription policy in Australia and the UK on Twitter. Tweets related to e-cigarettes from 20 September 2021 to 31 December 2021 were collected through Twitter streaming API. We adopted both a human and machine learning model to identify a total of 1795 tweets from the UK and Australia related to the prescription policy. We classified them into pro-policy, anti-policy, and neutral-to-policy groups, and further characterized tweets into different topics. Compared to Australia, the proportion of pro-policy tweets in the UK was significantly higher (19.43% vs. 10.92%, < 0.001), while the proportion of anti-policy tweets was significantly lower (43.4% vs. 50.09%, = 0.003). The main topics for different attitudes towards the prescription policy between the two countries showed some significant differences, for example, "help quit smoking" in the UK and "health effect of e-cigarettes" in Australia for the positive attitude, "economic effect" in the UK and "preventing smoking cessation" in Australia for the negative attitude, which reflected different public concerns. The findings might provide valuable guidance for other countries to implement a similar policy in the future.
从 2021 年 10 月 1 日起,澳大利亚开始要求凭处方购买尼古丁电子烟产品。2021 年 10 月 29 日,英国出台了一项将电子烟视为医疗产品的指导方针。本研究旨在通过 Twitter 了解公众对澳大利亚和英国电子烟处方政策的看法。通过 Twitter 流媒体 API,从 2021 年 9 月 20 日至 2021 年 12 月 31 日收集了与电子烟相关的推文。我们采用了人工和机器学习模型,共从英国和澳大利亚识别出 1795 条与处方政策相关的推文。我们将它们分为支持政策、反对政策和对政策持中立态度的组,并进一步将推文分为不同的主题。与澳大利亚相比,英国支持政策的推文比例明显更高(19.43%对 10.92%,<0.001),而反对政策的推文比例明显更低(43.4%对 50.09%,=0.003)。两国对处方政策不同态度的主要主题显示出一些显著差异,例如,英国的“帮助戒烟”和澳大利亚的“电子烟的健康影响”表示支持态度,英国的“经济影响”和澳大利亚的“防止戒烟”表示反对态度,这反映了不同的公众关注。这些发现可能为其他国家未来实施类似政策提供有价值的指导。