ArticleFrontiers in public health2023
Network analysis of affect, emotion regulation, psychological capital, and resilience among Chinese males during the late stage of the COVID-19 pandemic.
Article in Frontiers in public health, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed.
- The relationship between Tai Chi practice, Psychological Resilience, and depression in older adults: an integrated study of mediation and network analysis.Frontiers in public health · 2026Article
- The Role of Square Dancing in Psychological Capital: Evidence from a Large Cross-Sequential Study.Healthcare (Basel, Switzerland) · 2025Article
- The relationship between interpersonal emotional regulation and psychological resilience in nursing undergraduates: a cross-sectional study and network analysis.Frontiers in psychology · 2025Article
- Complex associations between anxiety, depression, and resilience in a college student sample: a network analysis.Frontiers in psychiatry · 2025Article
- New perspectives on mobile phone addiction based on network analysis.Frontiers in psychiatry · 2025Article
- The impact of physical activity on academic burnout in Chinese college students: a moderated chain mediation model.Frontiers in psychology · 2025Article
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Authors and funding
7 authors.
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Abstract
Background: Previous studies have confirmed that both affect and emotion regulation strategies are closely associated with psychological capital (PsyCap) and resilience. These factors are assumed to buffer the effect of the COVID-19 pandemic on mental health, especially among males. However, these interactions have not been closely examined to date. To fill this gap, this paper explores the dimension-level relationships of these psychological constructs among Chinese males during the late stage of the COVID-19 pandemic and identified critical bridge dimensions using network analysis. Methods: A total of 1,490 Chinese males aged 21-51 years completed self-report scales assessing emotion regulation strategies, affect, PsyCap, and psychological resilience. Two regularized partial correlation networks, namely the affect and emotion regulation-PsyCap network and the affect and emotion regulation-psychological resilience network, were then constructed to examine links between the dimensions of these constructs. The bridge expected influence (BEI) index was also calculated for each node to identify important bridge nodes. Results: Positive affect, negative affect, cognitive reappraisal, and expressive suppression showed distinct and complex links to various dimensions of PsyCap or psychological resilience. In both networks, positive affect, cognitive reappraisal, and negative affect were identified as critical bridge nodes, with the first two having positive BEI values and the third having a negative value. Conclusion: The findings elucidate the specific role of the dimensions of emotion regulation or affect in relation to PsyCap and psychological resilience, which facilitates further understanding of the mechanisms underlying these interrelationships. These findings also provide implications for developing effective intervention strategies to increase PsyCap and psychological resilience.
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