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运用文本挖掘技术解读热线信息:上海市改善烟草控制的一项方案

Decoding hotline's information with text-mining: A protocol for improving tobacco control in Shanghai.

作者信息

Zhao Tong, He Zi-An, Shao Jiaqi, Regmi Aksara, Shi Lili, Cai Yuyang

机构信息

School of Public Health, Shanghai Jiao Tong University School of Medicine, Shanghai, China.

Jiading District Center for Disease Control and Prevention, Shanghai, China.

出版信息

Tob Induc Dis. 2024 Jun 17;22. doi: 10.18332/tid/187864. eCollection 2024.

Abstract

Tobacco consumption in China remains the primary cause of preventable mortality, with Shanghai being particularly affected by issues related to secondhand smoke exposure. This study explores the role of the public service hotline 12345, a grassroots initiative in Shanghai, in capturing public sentiment and assessing the effectiveness of anti-smoking regulations. Our research aims to accurately and deeply understand the implementation and feedback of smoking control policies: by identifying high-frequency points and prominent issues in smoking control work based on the smoking control work order data received by the health hotline 12320. The results of this study will assist government enforcement agencies in improving smoking monitoring and clarify the direction for improving smoking control measures. Text-mining techniques were employed to analyze a dataset comprising 78011 call sheets, all related to tobacco control and collected from the hotline between 1 January 2015 and 31 December 2019. This methodological approach aims to uncover prevalent themes and sentiments in the public discourse on smoking and its regulation, as reflected in the hotline interactions. Our study identified hotspots and the issues of greatest concern to citizens. Additionally, it provided recommendations to enforcement agencies to enhance their capabilities, optimize the allocation of human resources for smoking control monitoring, reduce enforcement costs and support for anti-smoking campaigns, thereby contributing to more effective tobacco control policies in the region.

摘要

在中国,烟草消费仍然是可预防死亡的主要原因,上海尤其受到与二手烟暴露相关问题的影响。本研究探讨了上海一项基层举措——公共服务热线12345在捕捉公众情绪和评估禁烟法规有效性方面的作用。我们的研究旨在准确、深入地了解控烟政策的实施情况和反馈:通过根据健康热线12320收到的控烟工作工单数据,识别控烟工作中的高频点和突出问题。本研究结果将有助于政府执法机构加强吸烟监测,并明确改进控烟措施的方向。采用文本挖掘技术对一个包含78011个话单的数据集进行分析,这些话单均与烟草控制相关,于2015年1月1日至2019年12月31日期间从热线收集。这种方法旨在揭示热线互动中所反映的公众关于吸烟及其管制的讨论中普遍存在的主题和情绪。我们的研究确定了热点问题以及市民最关心的问题。此外,它还为执法机构提供了建议,以提高其能力,优化控烟监测的人力资源配置,降低执法成本并支持反吸烟运动,从而有助于该地区制定更有效的烟草控制政策。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/e953/11181012/6df9285b866b/TID-22-107-g001.jpg

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