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疫苗相关政治言论对比后,社交媒体上对免疫接种方向的混乱证据。意大利推特数据分析结果。

Evidence of disorientation towards immunization on online social media after contrasting political communication on vaccines. Results from an analysis of Twitter data in Italy.

机构信息

Department of Economics and Business, University of Catania, Catania, Italy.

Department of Environmental Science, Informatics, and Statistics, Ca' Foscari University of Venice, Venice, Italy.

出版信息

PLoS One. 2021 Jul 9;16(7):e0253569. doi: 10.1371/journal.pone.0253569. eCollection 2021.

Abstract

BACKGROUND

In Italy, in recent years, vaccination coverage for key immunizations as MMR has been declining to worryingly low levels, with large measles outbreaks. As a response in 2017, the Italian government 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 government in-charge blaming oppositions for fuelling vaccine scepticism. A new government (formerly in the opposition) established in 2018 temporarily relaxed penalties and announced the introduction of forms of flexibility.

OBJECTIVES AND METHODS

First, we supplied a definition of disorientation, as the "lack of well-established and resilient opinions among individuals, therefore causing them to change their positions as a consequence of sufficient external perturbations". Second, procedures for testing for the presence of both short and longer-term collective disorientation in Twitter signals were proposed. Third, a sentiment analysis on tweets posted in Italian during 2018 on immunization topics, and related polarity evaluations, were used to 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, 16.4% unfavourable, and 13.6% undecided, respectively. The smoothed time series of polarity proportions exhibit frequent large changes in the favourable proportion, superimposed to a clear up-and-down trend synchronized with the switch between governments in Spring 2018, suggesting evidence of disorientation among the public.

CONCLUSIONS

The reported evidence of disorientation for opinions expressed in online social media shows that critical health topics, such as vaccination, should never be used to achieve political consensus. This is worsened by the lack of a strong Italian institutional presence on Twitter, calling for efforts to contrast misinformation and the ensuing spread of hesitancy. It remains to be seen how this disorientation will impact future parents' vaccination decisions.

摘要

背景

近年来,意大利的麻疹、腮腺炎、风疹(MMR)等主要疫苗的接种率降至令人担忧的低水平,导致大规模麻疹疫情爆发。作为 2017 年的回应,意大利政府扩大了强制性免疫接种范围,对未接种疫苗儿童的家庭实施处罚。在 2018 年大选期间,免疫政策进入政治辩论,执政政府指责反对派助长了疫苗怀疑论。2018 年成立的新政府(原反对派)暂时放宽了处罚规定,并宣布引入灵活措施。

目的和方法

首先,我们给出了“定向障碍”的定义,即“个体缺乏既定和稳健的意见,因此会因外部足够的干扰而改变立场”。其次,提出了在 Twitter 信号中检测短期和长期集体定向障碍的程序。第三,对 2018 年意大利关于免疫接种主题的推文进行了情感分析,并进行了相关的极性评估,以调查最高政治层面的对比公告是否导致了意大利公众的定向障碍。

结果

与疫苗相关的推友互动在主要政治事件中达到高峰。在保留的推文中,分别有 70.0%、16.4%和 13.6%的推文对疫苗接种表示支持、反对和犹豫不决。极性比例的平滑时间序列显示,支持比例经常发生较大变化,叠加在与 2018 年春季政府更迭同步的明显上下趋势之上,表明公众存在定向障碍的证据。

结论

在线社交媒体上表达的意见表明,公众存在定向障碍,这表明在 critical health topics(如 vaccination)上,不应利用其来达成政治共识。由于意大利在 Twitter 上缺乏强大的机构存在,这使得情况更加恶化,需要努力对抗错误信息和随之而来的犹豫情绪传播。这种定向障碍将如何影响未来父母的疫苗接种决策,还有待观察。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/6f32/8270452/3880748a655f/pone.0253569.g001.jpg

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