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中国疫苗接种运动期间公众对 COVID-19 疫苗接种的态度和看法的演变:对微博帖子进行的为期一年的信息流行病学研究。

Evolution of Public Attitudes and Opinions Regarding COVID-19 Vaccination During the Vaccine Campaign in China: Year-Long Infodemiology Study of Weibo Posts.

机构信息

School of Health Management, China Medical University, Shenyang, China.

Medical Basic Experimental Teaching Center, China Medical University, Shenyang, China.

出版信息

J Med Internet Res. 2023 Feb 16;25:e42671. doi: 10.2196/42671.

Abstract

BACKGROUND

Monitoring people's perspectives on the COVID-19 vaccine is crucial for understanding public vaccination hesitancy and developing effective, targeted vaccine promotion strategies. Although this is widely recognized, studies on the evolution of public opinion over the course of an actual vaccination campaign are rare.

OBJECTIVE

We aimed to track the evolution of public opinion and sentiment toward COVID-19 vaccines in online discussions over an entire vaccination campaign. Moreover, we aimed to reveal the pattern of gender differences in attitudes and perceptions toward vaccination.

METHODS

We collected COVID-19 vaccine-related posts by the general public that appeared on Sina Weibo from January 1, 2021, to December 31, 2021; this period covered the entire vaccination process in China. We identified popular discussion topics using latent Dirichlet allocation. We further examined changes in public sentiment and topics during the 3 stages of the vaccination timeline. Gender differences in perceptions toward vaccination were also investigated.

RESULTS

Of 495,229 crawled posts, 96,145 original posts from individual accounts were included. Most posts presented positive sentiments (positive: 65,981/96,145, 68.63%; negative: 23,184/96,145, 24.11%; neutral: 6980/96,145, 7.26%). The average sentiment scores were 0.75 (SD 0.35) for men and 0.67 (SD 0.37) for women. The overall trends in sentiment scores showed a mixed response to the number of new cases and significant events related to vaccine development and important holidays. The sentiment scores showed a weak correlation with new case numbers (R=0.296; P=.03). Significant sentiment score differences were observed between men and women (P<.001). Common and distinguishing characteristics were found among frequently discussed topics during the different stages, with significant differences in topic distribution between men and women (January 1, 2021, to March 31, 2021: χ=3030.9; April 1, 2021, to September 30, 2021: χ=8893.8; October 1, 2021, to December 31, 2021: χ=3019.5; P<.001). Women were more concerned with side effects and vaccine effectiveness. In contrast, men reported broader concerns around the global pandemic, the progress of vaccine development, and economics affected by the pandemic.

CONCLUSIONS

Understanding public concerns regarding vaccination is essential for reaching vaccine-induced herd immunity. This study tracked the year-long evolution of attitudes and opinions on COVID-19 vaccines according to the different stages of vaccination in China. These findings provide timely information that will enable the government to understand the reasons for low vaccine uptake and promote COVID-19 vaccination nationwide.

摘要

背景

监测人们对 COVID-19 疫苗的看法对于了解公众对疫苗接种的犹豫并制定有效的、有针对性的疫苗推广策略至关重要。尽管这一点已得到广泛认可,但对于在实际疫苗接种活动过程中公众意见演变的研究却很少。

目的

我们旨在追踪在整个疫苗接种活动期间,公众对 COVID-19 疫苗的在线讨论中的意见和情绪的演变。此外,我们旨在揭示性别差异在接种态度和看法方面的模式。

方法

我们收集了 2021 年 1 月 1 日至 12 月 31 日期间新浪微博上公众发布的与 COVID-19 疫苗相关的帖子;这一时期涵盖了中国整个疫苗接种过程。我们使用潜在狄利克雷分配(latent Dirichlet allocation)识别热门讨论主题。我们进一步研究了疫苗接种时间线上的 3 个阶段中公众情绪和主题的变化。还研究了性别差异对疫苗接种的看法。

结果

在 495,229 条抓取的帖子中,包括 96,145 条个人账号的原始帖子。大多数帖子表达了积极的情绪(积极:65,981/96,145,68.63%;消极:23,184/96,145,24.11%;中性:6980/96,145,7.26%)。男性的平均情绪评分为 0.75(SD 0.35),女性的平均情绪评分为 0.67(SD 0.37)。情绪评分的总体趋势对新病例数和与疫苗开发及重要节日相关的重要事件表现出混合反应。情绪评分与新病例数呈弱相关(R=0.296;P=.03)。男性和女性之间的情绪评分存在显著差异(P<.001)。在不同阶段,经常讨论的主题存在共同和区别的特征,男性和女性之间的主题分布存在显著差异(2021 年 1 月 1 日至 3 月 31 日:χ=3030.9;2021 年 4 月 1 日至 9 月 30 日:χ=8893.8;2021 年 10 月 1 日至 12 月 31 日:χ=3019.5;P<.001)。女性更关注副作用和疫苗有效性。相比之下,男性报告了更广泛的关注,包括全球大流行、疫苗开发进展以及大流行影响下的经济。

结论

了解公众对疫苗接种的担忧对于实现疫苗诱导的群体免疫至关重要。本研究根据中国疫苗接种的不同阶段,跟踪了 COVID-19 疫苗的态度和意见的长达一年的演变。这些发现提供了及时的信息,使政府能够了解疫苗接种率低的原因,并在全国范围内促进 COVID-19 疫苗接种。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/5af5/9937109/04735e80d24c/jmir_v25i1e42671_fig1.jpg

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