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流感和麻疹-腮腺炎:2015-2018 年期间西班牙与疫苗相关的推文趋势和影响的两个案例研究。

Influenza and Measles-MMR: two case study of the trend and impact of vaccine-related Twitter posts in Spanish during 2015-2018.

机构信息

Centro de Tecnología Biomédica, Universidad Politécnica de Madrid, Pozuelo de Alarcón, Spain.

Escuela Técnica Superior de Ingenieros Informáticos, Universidad Politécnica de Madrid, Boadilla del Monte, Spain.

出版信息

Hum Vaccin Immunother. 2022 Jan 31;18(1):1-16. doi: 10.1080/21645515.2021.1877597. Epub 2021 Mar 4.

Abstract

Social media, and in particularly Twitter, can be a resource of enormous value to retrieve information about the opinion of general populaton to vaccines. The increasing popularity of this social media has allowed to use its content to have a clear picture of their users on this topic. In this paper, we perform a study about vaccine-related messages published in Spanish during 2015-2018. More specifically, the paper has focused on two specific diseases: influenza and measles (and MMR as its vaccine). By also including an analysis about the sentiment expressed on the published tweets, we have been able to identify the type of messages that are published on Twitter with respect these two pathologies and their vaccines. Results showed that in contrary on popular opinions, most of the messages published are non-negative. On the other hand, the analysis showed that some messages attracted a huge attention and provoked peaks in the number of published tweets, explaining some changes in the observed trends.

摘要

社交媒体,特别是 Twitter,可以成为获取大众对疫苗看法的宝贵资源。这种社交媒体的日益普及,使得人们可以利用其内容清楚地了解用户在这个话题上的观点。在本文中,我们对 2015 年至 2018 年期间在西班牙发布的与疫苗相关的信息进行了研究。更具体地说,本文集中研究了两种特定的疾病:流感和麻疹(及其疫苗 MMR)。通过对发布的推文所表达的情绪进行分析,我们能够确定在这两种疾病及其疫苗方面发布在 Twitter 上的信息类型。结果表明,与大众观点相反,发布的大多数信息并非负面的。另一方面,分析表明,一些信息引起了极大的关注,并在发布推文的数量上引发了高峰,这解释了观察到的趋势的一些变化。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8177/9128558/2d41aabe79fd/KHVI_A_1877597_F0001_OC.jpg

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