Dipartimento Di Elettronica, Informazione E Bioingegneria, Politecnico Di Milano, Milano, Italy.
Observatory On Social Media, Indiana University, Bloomington, IN, USA.
Sci Rep. 2022 Apr 26;12(1):5966. doi: 10.1038/s41598-022-10070-w.
Widespread uptake of vaccines is necessary to achieve herd immunity. However, uptake rates have varied across U.S. states during the first six months of the COVID-19 vaccination program. Misbeliefs may play an important role in vaccine hesitancy, and there is a need to understand relationships between misinformation, beliefs, behaviors, and health outcomes. Here we investigate the extent to which COVID-19 vaccination rates and vaccine hesitancy are associated with levels of online misinformation about vaccines. We also look for evidence of directionality from online misinformation to vaccine hesitancy. We find a negative relationship between misinformation and vaccination uptake rates. Online misinformation is also correlated with vaccine hesitancy rates taken from survey data. Associations between vaccine outcomes and misinformation remain significant when accounting for political as well as demographic and socioeconomic factors. While vaccine hesitancy is strongly associated with Republican vote share, we observe that the effect of online misinformation on hesitancy is strongest across Democratic rather than Republican counties. Granger causality analysis shows evidence for a directional relationship from online misinformation to vaccine hesitancy. Our results support a need for interventions that address misbeliefs, allowing individuals to make better-informed health decisions.
广泛接种疫苗对于实现群体免疫是必要的。然而,在 COVID-19 疫苗接种计划的头六个月,美国各州的接种率存在差异。在疫苗犹豫中,误解可能起着重要作用,因此需要了解错误信息、信念、行为和健康结果之间的关系。在这里,我们研究了 COVID-19 疫苗接种率和疫苗犹豫与在线疫苗错误信息水平之间的关联程度。我们还寻找了从在线错误信息到疫苗犹豫的方向关系的证据。我们发现错误信息与疫苗接种率之间存在负相关关系。在线错误信息还与调查数据中的疫苗犹豫率相关。当考虑到政治以及人口统计学和社会经济因素时,疫苗结果和错误信息之间的关联仍然显著。尽管疫苗犹豫与共和党的选票份额密切相关,但我们观察到,在线错误信息对犹豫的影响在民主党而不是共和党县最强。格兰杰因果关系分析表明,错误信息与疫苗犹豫之间存在从前者到后者的方向关系。我们的研究结果支持采取干预措施,以纠正错误观念,让个人能够做出更明智的健康决策。