ArticleBMC public health2020
How fear and collectivism influence public's preventive intention towards COVID-19 infection: a study based on big data from the social media.
Article in BMC public health, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 44 papers, 1 of them a synthesis that pooled it.
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Who cites it
44 citing papers in PubMed, 1 synthesis or guideline pooled it.
- When Infodemic Meets Epidemic: Systematic Literature Review.JMIR public health and surveillance · 2025Pooled it
- Identity Statuses and Psychosocial Adjustment in Chinese Adolescents: A Latent Profile Analysis.Behavioral sciences (Basel, Switzerland) · 2026Article
- Associations between social media exposure and COVID-19 preventive behaviors in post-zero-COVID China: a moderated mediation model of risk perception, fear, and mindfulness.Frontiers in public health · 2026Article
- The impact of health information seeking and social influence on functional food purchase intention.Scientific reports · 2025Article
- Article
- Fear in general populations: A cross-sectional study on perceived fear of common diseases, COVID-19, life events, and environmental threats in 30 countries.Journal of global health · 2024Article
- Does wealth equate to happiness? an 11-year panel data analysis exploring socio-economic indicators and social media metrics.PloS one · 2024Article
- Country's value priorities in health crisis: How dominant societal motivations shape COVID-19 severity.SSM - population health · 2023Article
- Beyond the surface: accounting for confounders in understanding the link between collectivism and COVID-19 pandemic in the United States.BMC public health · 2023Article
- I belong, therefore I am: The role of economic culture in compliance with COVID-19 preventive measures.International journal of intercultural relations : IJIR · 2023Article
- Behavioral and psychosocial factors and their effects on insomnia among people undergoing entry quarantine in hotels during COVID-19 pandemic: a cross-sectional study in Guangzhou, China.BMC public health · 2023Article
- Linguistic Analysis for Identifying Depression and Subsequent Suicidal Ideation on Weibo: Machine Learning Approaches.International journal of environmental research and public health · 2023Article
- Sensing Psychological Well-being Using Social Media Language: Prediction Model Development Study.Journal of medical Internet research · 2023Article
- How social media expression can reveal personality.Frontiers in psychiatry · 2023Article
- Article
- Nonlinear effects of pandemic uncertainty on depression, pandemic preventive behavior intentions, and positive life attitudes: Moderating effects of high and low uncertainty grouping.Frontiers in public health · 2023Article
- A Panel Data Analysis of Subjective Well-Being Based on Microblog User Information.Healthcare (Basel, Switzerland) · 2022Article
- Association between social capital and COVID-19 preventive behaviors: Country-level ecological study.International journal of disaster risk reduction : IJDRR · 2022Article
- How Are Sociodemographic, Health, Psychological, and Cognitive Factors Associated with Dementia Worry? An Online Survey Study among Israeli and Australian Laypeople.International journal of environmental research and public health · 2022Article
- The Impact of Mortality Salience, Negative Emotions and Cultural Values on Suicidal Ideation in COVID-19: A Conditional Process Model.International journal of environmental research and public health · 2022Article
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7 authors.
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No grant is acknowledged in the PubMed record.
Abstract
backgroundDespite worldwide calls for precautionary measures to combat COVID-19, the public's preventive intention still varies significantly among different regions. Exploring the influencing factors of the public's preventive intention is very important to curtail the spread of COVID-19. Previous studies have found that fear can effectively improve the public's preventive intention, but they ignore the impact of differences in cultural values. The present study examines the combined effect of fear and collectivism on the public's preventive intention towards COVID-19 through the analysis of social media big data.
methodsThe Sina microblog posts of 108,914 active users from Chinese mainland 31 provinces were downloaded. The data was retrieved from January 11 to February 21, 2020. Afterwards, we conducted a province-level analysis of the contents of downloaded posts. Three lexicons were applied to automatically recognise the scores of fear, collectivism, and preventive intention of 31 provinces. After that, a multiple regression model was established to examine the combined effect of fear and collectivism on the public's preventive intention towards COVID-19. The simple slope test and the Johnson-Neyman technique were used to test the interaction of fear and collectivism on preventive intention.
resultsThe study reveals that: (a) both fear and collectivism can positively predict people's preventive intention and (b) there is an interaction of fear and collectivism on people's preventive intention, where fear and collectivism reduce each other's positive influence on people's preventive intention.
conclusionThe promotion of fear on people's preventive intention may be limited and conditional, and values of collectivism can well compensate for the promotion of fear on preventive intention. These results provide scientific inspiration on how to enhance the public's preventive intention towards COVID-19 effectively.
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