论文标题
在与疫苗的政治交流对比后,在线社交媒体上进行免疫失调的证据。来自意大利Twitter数据的分析结果
Evidence of disorientation towards immunization on online social media after contrasting political communication on vaccines. Results from an analysis of Twitter data in Italy
论文作者
论文摘要
背景。近年来,在意大利,关键免疫接种覆盖范围,因为MMR降低了令人担忧的水平。 2017年,意大利政府没有扩大对未接种疫苗儿童家庭的罚款的强制性免疫数量。在2018年大选运动中,免疫政策参加了政治辩论,政府并非负责责备反对疫苗怀疑主义的反对派。 2018年没有建立的新政府暂时放宽处罚。目标和方法。使用对2018年意大利语发布的推文的情感分析,我们的目的是:(i)特征在Twitter上进行疫苗通信的时间流(ii)评估疫苗接种意见的极性和Twitter数据的有用性以估计疫苗接种参数,(iii)调查在最高政治级别上的违规公告是否有原始的公共级别的公众构成,以构成为原始的态度。结果。与疫苗相关的高音扬声器互动响应主要政治事件而达到顶峰。在保留的推文中,有70.0%有利于疫苗接种,16.5%的不利和13.6%的人不确定。平滑的极性比例的时间序列在有利比例的情况下表现出频繁的大变化,通过与政府之间的转换同步的上下趋势增强,并没有暗示公众迷失方向的证据。结论。据报道,批判性免疫主题的迷失方向文件的证据不应用于政治共识。鉴于在线社交媒体作为信息来源的越来越多的作用越来越多,这可能会带来社会压力最终对疫苗的摄取有害,并且由于在Twitter上缺乏机构存在而使社会压力造成了危害,呼吁努力对比误解和随之而来的犹豫传播。
Background. In Italy, in recent years, vaccination coverage for key immunizations as MMR has been declining to worryingly low levels. In 2017, the Italian Gov't expanded the number of mandatory immunizations introducing penalties to unvaccinated children's families. During the 2018 general elections campaign, immunization policy entered the political debate with the Gov't in charge blaming oppositions for fuelling vaccine scepticism. A new Gov't established in 2018 temporarily relaxed penalties. Objectives and Methods. Using a sentiment analysis on tweets posted in Italian during 2018, we aimed to: (i) characterize the temporal flow of vaccines communication on Twitter (ii) evaluate the polarity of vaccination opinions and usefulness of Twitter data to estimate vaccination parameters, and (iii) investigate whether the contrasting announcements at the highest political level might have originated disorientation amongst the Italian public. Results. Vaccine-relevant tweeters interactions peaked in response to main political events. Out of retained tweets, 70.0% resulted favourable to vaccination, 16.5% unfavourable, and 13.6% undecided, respectively. The smoothed time series of polarity proportions exhibit frequent large changes in the favourable proportion, enhanced by an up and down trend synchronized with the switch between gov't suggesting evidence of disorientation among the public. Conclusion. The reported evidence of disorientation documents that critical immunization topics, should never be used for political consensus. This is especially true given the increasing role of online social media as information source, which might yield to social pressures eventually harmful for vaccine uptake, and is worsened by the lack of institutional presence on Twitter, calling for efforts to contrast misinformation and the ensuing spread of hesitancy.