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在线媒体使用与现实人际网络中的 COVID-19 疫苗接种:定量研究。

Online Media Use and COVID-19 Vaccination in Real-World Personal Networks: Quantitative Study.

机构信息

Department of Sociology, University of Bucharest, Bucharest, Romania.

Center for Innovation in Medicine, Bucharest, Romania.

出版信息

J Med Internet Res. 2024 Oct 25;26:e58257. doi: 10.2196/58257.

Abstract

BACKGROUND

Most studies assessing the impact of online media and social media use on COVID-19 vaccine hesitancy predominantly rely on survey data, which often fail to capture the clustering of health opinions and behaviors within real-world networks. In contrast, research using social network analysis aims to uncover the diverse communities and discourse themes related to vaccine support and hesitancy within social media platforms. Despite these advancements, there is a gap in the literature on how a person's social circle affects vaccine acceptance, wherein an important part of social influence stems from offline interactions.

OBJECTIVE

We aimed to examine how online media consumption influences vaccination decisions within real-world social networks by analyzing unique quantitative network data collected from Romania, an Eastern European state and member of the European Union.

METHODS

We conducted 83 face-to-face interviews with participants from a living lab in Lerești, a small rural community in Romania, using a personal network analysis framework. This approach involved gathering data on both the respondents and individuals within their social circles (referred to as alters). After excluding cases with missing data, our analysis proceeded with 73% (61/83) of the complete personal networks. To examine the hierarchical structure of alters nested within ego networks, we used a mixed multilevel logistic regression model with random intercepts. The model aimed to predict vaccination status among alters, with the focal independent variable being the respondents' preferred source of health and prevention information. This variable was categorized into 3 types: traditional media, online media (including social media), and a combination of both, with traditional media as the reference category.

RESULTS

In this study, we analyzed 61 personal networks, encompassing between 15 and 25 alters each, totaling 1280 alters with valid data across all variables of interest. Our primary findings indicate that alters within personal networks, whose respondents rely solely on online media for health information, exhibit lower vaccination rates (odds ratio [OR] 0.37, 95% CI 0.15-0.92; P=.03). Conversely, the transition from exclusive traditional media use to a combination of both traditional and online media does not significantly impact vaccination rate odds (OR 0.75, 95% CI 0.32-1.78; P=.52). In addition, our analysis revealed that alters in personal networks of respondents who received the vaccine are more likely to have received the vaccine themselves (OR 3.75, 95% CI 1.79-7.85; P<.001).

CONCLUSIONS

Real-world networks combine diverse human interactions and attributes along with consequences on health opinions and behaviors. As individuals' vaccination status is influenced by how their social alters use online media and vaccination behavior, further insights are needed to create tailored communication campaigns and interventions regarding vaccination in areas with low levels of digital health literacy and vaccination rates, as Romania exposes.

摘要

背景

大多数评估在线媒体和社交媒体使用对 COVID-19 疫苗犹豫影响的研究主要依赖于调查数据,但这些数据往往无法捕捉到现实世界网络中健康观点和行为的聚集。相比之下,使用社交网络分析的研究旨在揭示社交媒体平台中与疫苗支持和犹豫相关的不同社区和话语主题。尽管取得了这些进展,但在一个人的社交圈如何影响疫苗接种接受度方面,文献中仍然存在空白,其中社交影响的一个重要部分源自线下互动。

目的

我们旨在通过分析从罗马尼亚(一个东欧国家和欧盟成员国)收集的独特的定量网络数据,研究在线媒体消费如何在现实世界社交网络中影响疫苗接种决策。

方法

我们对来自罗马尼亚勒雷什蒂一个小型农村社区生活实验室的 83 名参与者进行了 83 次面对面访谈,使用个人网络分析框架。这种方法涉及收集受访者及其社交圈子(称为“ alters ”)内个体的数据。在排除缺失数据的案例后,我们对 73%(61/83)的完整个人网络进行了分析。为了研究 alters 嵌套在自我网络中的层次结构,我们使用了具有随机截距的混合多层逻辑回归模型。该模型旨在预测 alters 的疫苗接种状况,焦点自变量是受访者首选的健康和预防信息来源。该变量分为 3 种类型:传统媒体、在线媒体(包括社交媒体)和两者的组合,以传统媒体为参考类别。

结果

在这项研究中,我们分析了 61 个个人网络,每个网络包含 15 到 25 个 alters ,总共涵盖了 1280 个带有所有感兴趣变量有效数据的 alters 。我们的主要发现表明,受访者仅依赖在线媒体获取健康信息的个人网络中的 alters ,其疫苗接种率较低(比值比 [OR] 0.37,95%CI 0.15-0.92;P=.03)。相反,从仅使用传统媒体到同时使用传统媒体和在线媒体的转变并不显著影响疫苗接种率的比值比(OR 0.75,95%CI 0.32-1.78;P=.52)。此外,我们的分析还表明,受访者接种疫苗的 alters 更有可能自己接种疫苗(OR 3.75,95%CI 1.79-7.85;P<.001)。

结论

现实世界的网络结合了多样化的人类互动和属性,以及对健康观点和行为的影响。由于个体的疫苗接种状况受到其社交 alters 使用在线媒体和接种疫苗行为的影响,因此需要进一步的见解来制定针对罗马尼亚等数字健康素养和疫苗接种率较低地区的疫苗接种的定制沟通活动和干预措施。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/9d6a/11549583/1407216ba415/jmir_v26i1e58257_fig1.jpg

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