The Underlying Structure of Preventive Behaviors and Related Factors During the COVID-19 Pandemic: A Comprehensive Network Analysis.

IF 3.6 2区 心理学 Q1 PSYCHOLOGY, MULTIDISCIPLINARY
Yan Liang, Qianqian Zhu, Yuqi Yang, Xiaoqing Gu, Yuge Yan, Jie Gu, Jiaoling Huang
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Abstract

Background: Various strategies against COVID-19 have been adopted in different countries, with vaccination and mask-wearing being widely used as self-preventive interventions. However, the underlying structure of these behaviors and related factors remain unclear.

Purpose: In this study, we aimed to explore the network structure of preventive behaviors during the COVID-19 pandemic and their underlying factors, incorporating age and sex in the network.

Methods: We used a multi-center sample of 20,863 adults who were vaccinated against COVID-19 in China between April 1, 2021, and June 1, 2021. Networks were estimated using unregularized partial correlation models. We also estimated the accuracy and stability of the network.

Results: The preventive behaviors related to network factors revealed that self-initiated vaccination was more connected with cognition factors, and mask-wearing was more connected with personal profiles. The two clusters were linked through information-seeking and political beliefs. Moreover, self-initiated vaccination was negatively connected with vaccine hesitancy and concerns about COVID-19 vaccines and positively connected with trust in the vaccines, pandemic-related altruism, political beliefs, and being married. Mask-wearing was negatively connected with being a professional/white collar worker and higher education level and positively connected with regular physical examination, self-rated health, migration, being married, and better family relationships. Incorporation of age and sex into the network revealed relevant associations between age and mask-wearing and age and self-initiated vaccination. The network was highly accurately estimated. The subset bootstrap showed that the order of node strength centrality, betweenness, and closeness were all stable. The correlation stability coefficient (CS-coefficient) also showed the stability of this estimate, with 0.75 for node strength, 0.75 for betweenness, and 0.67 for closeness.

Conclusions: The internal structures of vaccination and mask-wearing behaviors were quite different, the latter of which were mainly affected by socioeconomic status and health-related behaviors and the former by knowledge about vaccines and political beliefs. Information-seeking and family relationships were the bridge factors connecting these two self-preventive behavior clusters, suggesting the direction of future efforts.

COVID-19 大流行期间预防行为和相关因素的基本结构:综合网络分析
背景:不同国家采取了各种预防 COVID-19 的策略,其中接种疫苗和佩戴口罩被广泛用作自我预防干预措施。目的:本研究旨在探讨 COVID-19 大流行期间预防行为的网络结构及其潜在因素,并将年龄和性别纳入网络:我们使用了一个多中心样本,其中包括 20863 名在 2021 年 4 月 1 日至 2021 年 6 月 1 日期间接种过 COVID-19 疫苗的中国成年人。我们使用非规则化偏相关模型对网络进行了估计。我们还估算了网络的准确性和稳定性:结果:与网络因素相关的预防行为显示,主动接种疫苗与认知因素的关联度更高,戴口罩与个人资料的关联度更高。这两个群组通过信息寻求和政治信仰联系在一起。此外,主动接种与疫苗犹豫不决和对 COVID-19 疫苗的担忧呈负相关,而与对疫苗的信任、大流行相关利他主义、政治信仰和已婚呈正相关。戴口罩与专业人士/白领和受教育程度较高呈负相关,与定期体检、自我健康评价、移民、已婚和家庭关系较好呈正相关。将年龄和性别纳入网络后,发现年龄与戴口罩、年龄与主动接种疫苗之间存在相关联系。该网络的估计精确度很高。子集引导法显示,节点强度中心性、节点间性和节点亲密度的顺序都很稳定。相关稳定系数(CS-系数)也显示了这一估计的稳定性,节点强度为 0.75,间度为 0.75,亲密度为 0.67:接种疫苗和戴口罩行为的内部结构有很大不同,后者主要受社会经济地位和健康相关行为的影响,而前者则受疫苗知识和政治信仰的影响。信息寻求和家庭关系是连接这两种自我预防行为集群的桥梁因素,为今后的工作指明了方向。
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来源期刊
Annals of Behavioral Medicine
Annals of Behavioral Medicine PSYCHOLOGY, MULTIDISCIPLINARY-
CiteScore
7.00
自引率
5.30%
发文量
65
期刊介绍: Annals of Behavioral Medicine aims to foster the exchange of knowledge derived from the disciplines involved in the field of behavioral medicine, and the integration of biological, psychosocial, and behavioral factors and principles as they relate to such areas as health promotion, disease prevention, risk factor modification, disease progression, adjustment and adaptation to physical disorders, and rehabilitation. To achieve these goals, much of the journal is devoted to the publication of original empirical articles including reports of randomized controlled trials, observational studies, or other basic and clinical investigations. Integrative reviews of the evidence for the application of behavioral interventions in health care will also be provided. .
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