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中国社交媒体上关于人乳头瘤病毒疫苗的传播:一项运用主题建模和调查的研究

Social Media Communication about HPV Vaccine in China: A Study Using Topic Modeling and Survey.

作者信息

Jiang Shaohai, Wang Pianpian, Liu Piper Liping, Ngien Annabel, Wu Xingtong

机构信息

Department of Communications and New Media, National University of Singapore.

School of Media and Communication, Shenzhen University.

出版信息

Health Commun. 2023 May;38(5):935-946. doi: 10.1080/10410236.2021.1983338. Epub 2021 Sep 24.

DOI:10.1080/10410236.2021.1983338
PMID:34555993
Abstract

The human papillomavirus (HPV) vaccine is relatively novel to people in China. Social media is becoming an important channel for learning new health information. However, limited is known about what HPV vaccine information has been disseminated on social media, and how such online information is associated with health-related behaviors in China. Based on Longo et al.'s model of patient use of healthcare information for healthcare decision, and Longo's model of health information seeking behaviors, this study examined HPV vaccine-related information type and information acquisition pattern. Following the mixed-methods approach, we first crawled 67,773 postings about HPV vaccine on Weibo, the largest microblogging website in China, and performed topic modeling to identify HPV vaccine-related topics that are prevalent on Weibo. The results showed six major topics about HPV vaccine, namely policy, guidance information, advertising, scandals, personal experience sharing, and HPV risks. Second, we conducted an online survey (n = 1,982) to investigate how scanning, seeking, and discussing the six HPV vaccine topics identified from big data analytics can affect HPV vaccine knowledge, safety concern, and vaccination intention. We documented significant impacts of social media health communication on users' health knowledge, attitude and behavioral intention.

摘要

人乳头瘤病毒(HPV)疫苗对中国人来说相对较新。社交媒体正成为人们获取新的健康信息的重要渠道。然而,对于社交媒体上传播了哪些HPV疫苗信息,以及这些在线信息与中国的健康相关行为有何关联,人们所知甚少。基于隆戈等人关于患者利用医疗信息进行医疗决策的模型以及隆戈的健康信息寻求行为模型,本研究考察了HPV疫苗相关信息类型和信息获取模式。采用混合方法,我们首先在中国最大的微博网站微博上抓取了67773条关于HPV疫苗的帖子,并进行主题建模,以识别微博上流行的HPV疫苗相关主题。结果显示了关于HPV疫苗的六个主要主题,即政策、指导信息、广告、丑闻、个人经验分享和HPV风险。其次,我们进行了一项在线调查(n = 1982),以调查浏览、搜索和讨论从大数据分析中识别出的六个HPV疫苗主题如何影响HPV疫苗知识、安全担忧和接种意愿。我们记录了社交媒体健康传播对用户健康知识、态度和行为意愿的显著影响。

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