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Effects of stress on sleep quality: multiple mediating effects of rumination and social anxiety

Abstract

Background

In contemporary society, with the accelerated pace of work and life, more and more people feel different degrees of stress. Long-term stress may not only lead to insomnia, but also to mental health problems (e.g., anxiety and depression), which has a significant impact on people's quality of life and mental health.

Objective

This study primarily investigates the mechanism through which stress affects sleep quality among college students.

Methods

We conducted research on 1653 Chinese college students using four scales with high reliability and validity: stress, the Pittsburgh Sleep Quality Index, social anxiety, and rumination.

Results

The study found: (1) Stress can significantly and positively predict sleep quality and rumination; (2) Rumination can positively predict social anxiety; (3) Social anxiety can positively predict sleep quality; (4) Stress can affect sleep quality through social anxiety and rumination separately, and stress can also affect sleep quality through the chained mediation of rumination and social anxiety.

Conclusion

This study reveals the relationship and mechanisms between stress and sleep quality. It not only deepens the research on the impact of stress on sleep quality but also provides theoretical support and new methods for mental health professionals to help clients improve their sleep quality. In practice, in addition to using some common psychological intervention methods to help individuals reduce stress, we should pay more attention to how to help clients reduce rumination and social anxiety, This is significant in improving the quality of an individual's sleep.

Keywords
Stress; Sleep quality; Social anxiety; Rumination

Background

Stress refers to a series of physiological and behavioral changes that occur in an individual during the process of experiencing negative emotions. Individuals strive to adapt by manipulating the environment to alter the impact caused by the source of stress (Tao, 2006Tao, S. (2006). The relationship between optimism, pessimistic tendencies and depression and the moderating role of stress and gender. Acta Psychologica Sinica, 38(6), 100–115.). Studies have shown that, with the rapid development of socioeconomics and urbanization, the level of stress faced by Chinese people has generally increased. Particularly in work environments, family responsibilities, and social expectations, there has been a significant increase in stress experienced by Chinese individuals (Li & Wang, 2020Li, J., & Wang, Z. (2020). The psychological impact of the COVID-19 epidemic on Chinese individuals: Exposure, stress reaction, and other factors. Psychiatry Research, 291, 113190.).

Sleep quality typically refers to the depth and restorative nature of sleep, including the ease of falling asleep, the duration of sleep, the number of awakenings during the night, and the feeling upon waking in the morning (Liu et al., 2023Liu, X. Y., Zhang, Q. Q., Liu, S. S., He, R., & Zhu, C. Y. (2023). The effects of social exclusion on college students’ sleep quality: The mediating role of loneliness and the moderating role of emotion regulation. China Journal of Health Psychology, 31(9), 1424–1428.). Poor sleep quality can lead to a range of health issues. For instance, long-term sleep disorders are associated with cardiovascular diseases (Doolin et al., 2018Doolin, J., Vilches, J. E., Cooper, C., Gipson, C., & Sorensen, W. (2018). Perceived stress and worldview influence sleep quality in bolivian and united states university students. Sleep Health, 4(6), 565–571. https://doi.org/10.1016/j.sleh.2018.08.006
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; Irwin, 2015Irwin, M. R. (2015). Why sleep is important for health: A psychoneuroimmunology perspective. Annual Review of Psychology, 66, 143–172. https://doi.org/10.1146/annurev-psych-010213-115205
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), metabolic syndrome, digestive problems, decreased immune function, and cognitive impairments (Barger et al., 2006Barger, L. K., Ayas, N. T., Cade, B. E., Cronin, J. W., Rosner, B., Speizer, F. E., & Czeisler, C. A. (2006). Impact of extended-duration shifts on medical errors, adverse events, and attentional failures. PLoS Medicine, 3(12), 487. https://doi.org/10.1371/journal.pmed.0030487
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). An individual maintaining a lower quality of sleep over an extended period can further harm their mental health (Gardani et al., 2021Gardani, M., Bradford, D., Russell, K., & Akram, U. (2021). A systematic review and meta-analysis of poor sleep, insomnia symptoms and stress in undergraduate students. Sleep Medicine Reviews, 61, 1–16. https://doi.org/10.1016/j.smrv.2021.101565
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).

Researchers conducted empirical analysis on sleep quality and stress among different populations aged 18–61 (including university students, employed individuals, unemployed individuals, and retirees). Through univariate analysis, results showed a significant negative correlation between stress and sleep quality. Sleep quality is at least partly related to pre-sleep stress, waking times from sleep, and subjective health (Bai et al., 2022Bai, S., Buxton, O. M., Maste, L., & Hale, L. (2022). Daily associations between family interaction quality, stress, and objective sleep in adolescents. Sleep Health, 8(1), 69–72. https://doi.org/10.1016/j.sleh.2021.11.006
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; Kerstedt et al., 2012Kerstedt, T., Orsini, N., Petersen, H., Axelsson, J., Lekander, M., & Kecklund, G. (2012). Predicting sleep quality from stress and prior sleep - a study of day-to-day covariation across six weeks. Sleep Medicine, 13(6), 674–679. https://doi.org/10.1016/j.sleep.2011.12.013
https://doi.org/10.1016/j.sleep.2011.12....
; Lund et al., 2010Lund, H. G., Reider, B. D., Whiting, A. B., & Prichard, J. R. (2010). Sleep patterns and predictors of disturbed sleep in a large population of college students. Journal of Adolescent Health, 46(2), 124–132. https://doi.org/10.1016/j.jadohealth.2009.06.016
https://doi.org/10.1016/j.jadohealth.200...
; Zhao et al., 2021Zhao, Y. L., Hu, B., Liu, Q. W., Wang, Y., Zhao, Y. X., & Zhu, X. (2021). Social support and sleep quality in patients with stroke: The mediating roles of depression and anxiety symptoms. International Journal of Nursing Practice, 28(3), 1–11. https://doi.org/10.1111/ijn.12939
https://doi.org/10.1111/ijn.12939...
). Many researchers have also confirmed that stress is a significant factor in reducing sleep quality (Li et al., 2019Li, X., Gao, X. V., & Liu, J. (2019). Cross-sectional survey on the relationship between occupational stress, hormone levels, and the sleep quality of oilfield workers in Xinjiang, China. International Journal of Environmental Research and Public Health, 16(18), 3316. https://doi.org/10.3390/ijerph16183316
https://doi.org/10.3390/ijerph16183316...
; Zhang et al., 2021Zhang, D., Hu, X. Q., & Liu, Q. X. (2021). Stress and Sleep Quality among Undergraduate Students Chain Mediating Effects of Rumination and Resilience. Journal of Psychological Science, 44(1), 90–96. https://doi.org/10.16719/j.cnki.1671-6981.20210113
https://doi.org/10.16719/j.cnki.1671-698...
), indicating that lower stress leads to better sleep quality (Grant & Benham, 2019Grant, B. (2019). The sleep health index: Correlations with standardized stress and sleep measures in a predominantly hispanic college student population. Sleep Health, 5(6), 587–591. https://doi.org/10.1016/j.sleh.2019.07.007
https://doi.org/10.1016/j.sleh.2019.07.0...
; Kumari et al., 2020Kumari, R., Jain, K., & Nath, B. (2020). Sleep quality assessment among college students using pittsburgh sleep quality index in a municipal corporation area of uttarakhand, india. Ceylon Medical Journal, 65(4), 86–94. https://cmj.sljol.info/articles/10.4038/cmj.v65i49279.
https://cmj.sljol.info/articles/10.4038/...
; Siddique et al., 2021Siddique, R. F., Ahmed, O., & Hossain, K. N. (2021). Relationship between the fear of covid-19 disease and sleep quality: The mediating role of stress. Heliyon, 7(5), e07033. https://doi.org/10.1016/j.heliyon.2021.e07033
https://doi.org/10.1016/j.heliyon.2021.e...
).

Rumination is a process of continuously and repetitively thinking about one's own negative emotions, their causes, and consequences, and is often closely related to the individual's experienced stress level and social anxiety. For instance, when considering buying a house, intuitive thinking might lead you to focus more on the size of the house, its location, and price factors. However, when employing rumination in thinking about buying a house, you might consider whether the house meets our needs for the next ten years, whether the embryonic educational resources, medical conditions, and housing security policies of the house meet our expectations. We even need to consider what payment method to use and whether we have the sustained ability to repay. At this point, the factors we consider become endless, leading to hesitation and inner turmoil. Researchers have found that an individual's continuous rumination can intensify their negative emotional response to stress, thereby increasing the perception of psychological stress. This relationship is particularly evident in social scenarios because rumination often leads to negative interpretations of one's past social activities, thereby increasing the risk of social anxiety (Zawadzki, 2015Zawadzki, M. J. (2015). Stress and rumination. Rumination and Related Constructs: Causes, Consequences, and Treatment of Thinking Too Much (pp. 101–116). Oxford University Press.). Furthermore, studies have found that there is a significant positive correlation between rumination and social anxiety. Rumination not only intensifies an individual's anxiety about social events but may also lead to avoidance behavior in future social interactions. This pattern of thinking can make individuals more sensitive and vulnerable in social situations, leading to increased levels of social anxiety (Kocovski & Rector, 2007Kocovski, N. L., & Rector, N. A. (2007). Social anxiety and social anxiety disorder. Encyclopedia of Cognitive Behavior Therapy, 345–349. https://doi.org/10.1016/10.1146/annurev-clinpsy-050212-185631
https://doi.org/10.1016/10.1146/annurev-...
). However, few have assessed the role of rumination and social anxiety in the relationship between stress and sleep quality.

Some studies suggest that it is necessary to assess the deeper mechanisms by which stress affects sleep quality (Kang et al., 2020Kang, A. W., Gans, K. M., Minkel, J., & Risica, P. M. (2020). Effects of coparenting quality, stress, and sleep parenting on sleep and obesity among latinx children: A path analysis. Journal of Pediatric Health Care, 34(6), 77–90. https://doi.org/10.1016/j.pedhc.2020.06.010
https://doi.org/10.1016/j.pedhc.2020.06....
). This can better help us to improve sleep and life quality effectively through interventions aimed at reducing stress (Akerstedt et al., 2012Akerstedt, T., Orsini, N., Petersen, H., Axelsson, J., Lekander, M., & Kecklund, G. (2012). Predicting sleep quality from stress and prior sleep - a study of day-to-day covariation across six weeks. Sleep Medicine, 13(6), 674–679. https://doi.org/10.1016/j.sleep.2011.12.013
https://doi.org/10.1016/j.sleep.2011.12....
; McLean et al., 2021McLean, K. J., Eack, S. M., & Bishop, L. (2021). The impact of sleep quality on quality of life for autistic adults. Research in Autism Spectrum Disorders, 88, 101849. https://doi.org/10.1016/j.rasd.2021.101849
https://doi.org/10.1016/j.rasd.2021.1018...
; Zhang et al., 2021Zhang, D., Hu, X. Q., & Liu, Q. X. (2021). Stress and Sleep Quality among Undergraduate Students Chain Mediating Effects of Rumination and Resilience. Journal of Psychological Science, 44(1), 90–96. https://doi.org/10.16719/j.cnki.1671-6981.20210113
https://doi.org/10.16719/j.cnki.1671-698...
). Based on this, this study proposes Hypothesis 1: University student stress can negatively predict sleep quality.

The mediating role of social anxiety

Social anxiety refers to the anxiety symptoms that arise in individuals in social situations due to the fear of negative evaluation by others (Greenberg & Reyes, 2022Greenberg, A., & Reyes, A. D. L. (2022). When Adolescents Experience Co-Occurring Social Anxiety and ADHD Symptoms: Links With Social Skills When Interacting With Unfamiliar Peer Confederates. Behavior Therapy, 53(6), 1109–1121. https://doi.org/10.1016/j.beth.2022.04.011
https://doi.org/10.1016/j.beth.2022.04.0...
). Individuals may worry that their behavior or performance will lead to negative evaluations, creating significant discomfort and anxiety. Symptoms of social anxiety include accelerated heartbeat, sweating, trembling, dry mouth, confused thinking, and avoidance of social activities. Long-term social anxiety not only affects an individual's social functioning and quality of life but can also lead to other mental health issues, such as depression and substance abuse (Stein & Stein, 2008Stein, M. B., & Stein, D. J. (2008). Social anxiety disorder. The Lancet, 371(9618), 1115–1125.).

The Stress Vulnerability Model suggests that an individual's susceptibility to stress may increase the risk of social anxiety, with a significant correlation between the two (Tillfors et al., 2013Tillfors, M., Persson, S., Willén, M., & Burk, W. J. (2013). Prospective links between social anxiety and adolescent peer relations. Journal of Adolescence, 36(5), 1255–1263. https://doi.org/10.1016/j.adolescence.2012.04.008
https://doi.org/10.1016/j.adolescence.20...
). Stress or major life changes can affect an individual's cognitive level, making them more likely to have negative expectations and excessive focus on their performance in social situations (Kocovski et al., 2007Kocovski, N. L., & Rector, N. A. (2007). Social anxiety and social anxiety disorder. Encyclopedia of Cognitive Behavior Therapy, 345–349. https://doi.org/10.1016/10.1146/annurev-clinpsy-050212-185631
https://doi.org/10.1016/10.1146/annurev-...
; Rapee, 2001Rapee, R. M. (2001). The development of generalized anxiety disorder. In W. K. Silverman & P. D. A. Treffers (Eds.), Anxiety disorders in children and adolescents: Research, assessment and intervention (pp. 481–499). Cambridge University Press.).

The cognitive model of stress posits that the continuous worry and overthinking of individuals with social anxiety may lead to difficulty falling asleep and sleep interruptions, thereby affecting sleep quality (Alfano et al., 2009Alfano, C. A., Zakem, A. H., Costa, N. M., Taylor, L. K., & Weems, C. F. (2009). Sleep problems and their relation to cognitive factors, anxiety, and depressive symptoms in children and adolescents. Depression and Anxiety, 26(6), 503–512. https://doi.org/10.1002/da.20443
https://doi.org/10.1002/da.20443...
; Friedman et al., 2005Friedman, E. M., Hayney, M. S., Love, G. D., Urry, H. L., Rosenkranz, M. A., Davidson, R. J., Singer, B. H., & Ryff, C. D. (2005). Social relationships, sleep quality, and interleukin-6 inaging women. Proceedings of the National Academy of Sciences, 102(51), 18757–18762. https://doi.org/10.1073/pnas.0509281102
https://doi.org/10.1073/pnas.0509281102...
). This can exacerbate symptoms of depression, increase body fat (Haidar et al., 2018Haidar, S. A., DeVries, N. K., Karavetian, M., & El-Rassi, R. (2018). Stress, anxiety, and weight gain among university and college students: A systematic review. Journal of the Academy of Nutrition and Dietetics, 118(2), 261–274. https://doi.org/10.1016/j.jand.2017.10.015
https://doi.org/10.1016/j.jand.2017.10.0...
), lead to poor self-perception (Burke et al., 2017Burke, A. R., McCormick, C. M., Pellis, S. M., & Lukkes, J. L. (2017). Impact of adolescent social experiences on behavior and neural circuits implicated in mental illnesses. Neuroence & Biobehavioral Reviews, 76, 280–300. https://doi.org/10.1016/j.neubiorev.2017.01.018
https://doi.org/10.1016/j.neubiorev.2017...
), and amplify their perception of environmental threats (Fadardi et al., 2023Fadardi, J. S., Memarian, S., Parkinson, J., Cox, W. M., & Stacy, A. W. (2023). Scary in the eye of the beholder: Attentional bias and attentional retraining for social anxiety. Journal of Psychiatric Research, 157, 141–151. https://doi.org/10.1016/j.jpsychires.2022.11.005
https://doi.org/10.1016/j.jpsychires.202...
), thus hindering their overall development (Gong et al., 2023Gong, H. L., Cao, Q. D., & Li, M. G. (2023). Social memory characteristics of non-clinical college students with social anxiety. Journal of Affective Disorders, 326, 147–154. https://doi.org/10.1016/j.jad.2023.01.075
https://doi.org/10.1016/j.jad.2023.01.07...
). Researchers have conducted surveys on the sleep quality of children and adolescents aged 6–18 in Beijing, China (Lima et al., 2020Lima, R. A., DeBarrosa, M. V. G., Marcos, A. M., Santosa, D., Machadoc, L., Bezerraa, J., & Soaresa, F. C. (2020). The synergic relationship between social anxiety, depressive symptoms, poor sleep quality and body fatness in adolescents. Journal of Affective Disorders, 260, 200–205. https://doi.org/10.1016/j.jad.2019.08.074
https://doi.org/10.1016/j.jad.2019.08.07...
), and 238 stroke patients (Zhao et al., 2021Zhao, Y. L., Hu, B., Liu, Q. W., Wang, Y., Zhao, Y. X., & Zhu, X. (2021). Social support and sleep quality in patients with stroke: The mediating roles of depression and anxiety symptoms. International Journal of Nursing Practice, 28(3), 1–11. https://doi.org/10.1111/ijn.12939
https://doi.org/10.1111/ijn.12939...
), confirming that social anxiety is associated with sleep quality, more frequent nighttime awakenings, and longer sleep onset times (Buckner et al., 2008Buckner, J. D., Bernert, R. A., Cromer, K. R., Joiner, T. E., & Schmidt, N. B. (2008). Social anxiety and insomnia: The mediating role of depressive symptoms. Depression and Anxiety, 25(2), 124–130. https://doi.org/10.1002/DA.20282
https://doi.org/10.1002/DA.20282...
; Feng et al., 2019Feng, Y. H., Ma, Y. T., & Zhong, Q. S. (2019). The relationship between adolescents’ stress and internet addiction: a mediated-moderation model. Frontiers in psychology, 10, 2248. https://doi.org/10.3389/fpsyg.2019.02248.10.3389/fpsyg.2019.02248
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; Monti & Monti, 2000Monti, J. M., & Monti, D. (2000). Sleep disturbance in generalized anxiety disorder and its treatment. Sleep Medicine Reviews, 4(3), 263–276. https://doi.org/10.1053/SMRV.1999.0096
https://doi.org/10.1053/SMRV.1999.0096...
). Based on this, this study proposes Hypothesis 2: Social anxiety mediates the relationship between university student stress and sleep quality.

The mediating role of rumination

The Response Style Theory posits that individuals typically adopt one of the following coping styles after being subjected to stress stimuli: rumination, problem-solving, and attention diversion. Rumination is a repetitive and ineffective thinking pattern that usually focuses on one's negative experiences and emotions, as well as the causes and consequences of these experiences (Moulds et al., 2020Moulds, M. L., Bisby, M. A., Wild, J., & Bryan, R. A. (2020). Rumination in posttraumatic stress disorder: a systematic review. Clinical Psychology Review, 82, 101910. https://doi.org/10.1016/j.cpr.2020.101910
https://doi.org/10.1016/j.cpr.2020.10191...
; Nolen-Hoeksema et al., 2008Nolen-Hoeksema, S., Wisco, B. E., & Lyubomirsky, S. (2008). Rethinking rumination. Perspectives on Psychological Science, 3(5), 400–424. https://doi.org/10.1111/j.1745-6924.2008.00088.x
https://doi.org/10.1111/j.1745-6924.2008...
; Robinson & Alloy, 2003Robinson, M. S., & Alloy, L. B. (2003). Negative cognitive styles and stressreactive rumination interact to predict depression A prospective study. Cognitive Therapy and Research., 27(3), 275–291. https://link.springer.com/article/10.1023/A:1023914416469.
https://link.springer.com/article/10.102...
). This mode of thinking is often self-focused and can manifest as constant review, analysis, and reflection on past unpleasant events (Watkins, 2008Watkins, E. R. (2008). Constructive and unconstructive repetitive thought. Psychological Bulletin, 134(2), 163–206. https://doi.org/10.1037/0033-2909.134.2.163
https://doi.org/10.1037/0033-2909.134.2....
). Rumination has a significant negative impact on an individual's mental and physical health and is considered an important maintenance factor for symptoms of depression and anxiety (Lyubomirsky et al., 2015Lyubomirsky, S., Layous, K., Chancellor, J., & Nelson, S. K. (2015). Thinking about rumination: The scholarly contributions and intellectual legacy of Susan Nolen-Hoeksema. Annual Review of Clinical Psychology, 11, 1–22. https://doi.org/10.1146/annurev-clinpsy-032814-112733
https://doi.org/10.1146/annurev-clinpsy-...
). Prolonged rumination not only exacerbates and prolongs depressive moods but can also lead to impaired cognitive function, reduced social functioning, and decreased life satisfaction (Nolen-Hoeksema, 2000Nolen-Hoeksema, S. (2000). The role of rumination in depressive disorders and mixed anxiety/depressive symptoms. Journal of Abnormal Psychology, 109(3), 504–511. https://doi.org/10.1037//0021-843X.109.3.504
https://doi.org/10.1037//0021-843X.109.3...
).

Studies have shown significant gender differences in rumination, with males tending to rely on distractions and other techniques to reduce negative emotions (Jose & Brown, 2008Jose, P., & Brown, I. (2008). When does the gender difference in rumination begin? Gender age differences in the use of rumination by adolescents. Journal of Youth and Adolescence, 37, 180–192. https://link.springer.com/article/10.1007/s10964-006-9166-y.
https://link.springer.com/article/10.100...
), whereas females exhibit more pronounced rumination than males, and their risk of depression is about twice that of males (Nolen-Hoeksema & Puryear-Keita, 2003Nolen-Hoeksema, S., & Puryear-Keita, G. (2003). Women and depression: Introduction. Psychology of Women Quarterly, 27, 89–90. https://doi.org/10.1111/1471-6402.00088
https://doi.org/10.1111/1471-6402.00088...
).

Stress is a significant contributing factor to rumination. According to Cognitive Vulnerability Theory, when individuals face stress, their cognitive style tends to exhibit rumination, which makes them more prone to negative emotions and psychological health issues (Abela & Hankin, 2008Abela, J. R. Z., & Hankin, B. L. (2008). Cognitive vulnerability to depression in individuals and their interpersonal contexts. In J. R. Z. Abela & B. L. Hankin (Eds.), Handbook of depression in children and adolescents (pp. 35–78). Guilford Press.). Research has found that many stressful events significantly increase the frequency and intensity of rumination (Michl et al., 2013Michl, L. C., McLaughlin, K. A., Shepherd, K., & Nolen-Hoeksema, S. (2013). Rumination as a mechanism linking stressful life events to symptoms of depression and anxiety: Longitudinal evidence in early adolescents and adults. Journal of Abnormal Psychology, 122(2), 339–352. https://doi.65434org/10.1037/a0031994
https://doi.65434org/10.1037/a0031994...
). For example, stressors like work stress interpersonal relationship issues, and health problems have been found to be significantly associated with rumination (Zoccola et al., 2008Zoccola, P. M., Dickerson, S. S., & Zaldivar, F. P. (2008). Rumination and cortisol responses to laboratory stressors. Psychosomatic Medicine, 70(6), 661–667. https://doi.org/10.1097/PSY.0b013e31817bbc77
https://doi.org/10.1097/PSY.0b013e31817b...
). Rumination not only intensifies the negative impact of stress but can also lead to the development of depression, anxiety, and other mental health issues (Nolen-Hoeksema, 2000Nolen-Hoeksema, S. (2000). The role of rumination in depressive disorders and mixed anxiety/depressive symptoms. Journal of Abnormal Psychology, 109(3), 504–511. https://doi.org/10.1037//0021-843X.109.3.504
https://doi.org/10.1037//0021-843X.109.3...
).

Rumination has a significant negative impact on sleep quality. According to the cognitive-behavioral model, rumination disrupts the normal sleep process by increasing cognitive arousal and emotional activation (Harvey, 2002Harvey, A. G. (2002). A cognitive model of insomnia. Behaviour Research and Therapy, 40(8), 869–893. https://doi.org/10.1016/S0005-7967(01)00061-4
https://doi.org/10.1016/S0005-7967(01)00...
). The persistent and repetitive nature of rumination makes it difficult for individuals to disengage from negative thinking, thereby increasing the difficulty in falling asleep and maintaining good sleep quality (Guastella & Moulds, 2007Guastella, A. J., & Moulds, M. L. (2007). The impact of rumination on sleep quality following a stressful life event. Personality and Individual Differences, 42(6), 1151–1162. https://doi.org/10.1016/j.paid.2006.04.028
https://doi.org/10.1016/j.paid.2006.04.0...
). Indeed, rumination has been associated with various sleep problems, including difficulty falling asleep, frequent awakenings during the night, early morning awakening, decreased sleep quality, and sleep disturbances (Pillai et al., 2014Pillai, V., Steenburg, L. A., Ciesla, J. A., Roth, T., & Drake, C. L. (2014). A seven day actigraphy-based study of rumination and sleep disturbance among young adults with depressive symptoms. Journal of Psychosomatic Research, 77(1), 70–75. https://doi.org/10.1016/j.jpsychores.2014.05.004
https://doi.org/10.1016/j.jpsychores.201...
; Thomsen et al., 2003Thomsen, D. K., Mehlsen, M. Y., Christensen, S., & Zachariae, R. (2003). Rumination—relationship with negative mood and sleep quality. Personality and Individual Differences, 34(7), 1293–1301. https://doi.org/10.1016/10.1016/s0191-8869(02)00120-4
https://doi.org/10.1016/10.1016/s0191-88...
). Based on this, this study proposes Hypothesis 3: Rumination mediates the relationship between university student stress and sleep quality.

The chain mediating role of rumination ang social anxiety

Rumination is considered a key maintenance factor for social anxiety, significantly impacting it (Kocovski et al., 2005Kocovski, N. L., Endler, N. S., Rector, N. A., & Flett, G. L. (2005). Ruminative coping and post-event processing in social anxiety. Behaviour Research and Therapy, 43(8), 971–984. https://doi.org/10.1016/j.brat.2004.06.015
https://doi.org/10.1016/j.brat.2004.06.0...
). This thinking pattern leads individuals to excessively focus on their performance in social situations and potential negative evaluations, thereby increasing the degree of social anxiety (Morrison & Heimberg, 2013Morrison, A. S., & Heimberg, R. G. (2013). Social anxiety and social anxiety disorder. Annual Review of Clinical Psychology, 9, 249–274. https://doi.org/10.1146/annurev-clinpsy-050212-185631
https://doi.org/10.1146/annurev-clinpsy-...
). Research has also found that rumination is positively correlated with the severity of social anxiety symptoms; that is, the more frequent the rumination, the more severe the symptoms of social anxiety (Brozovich & Heimberg, 2013Brozovich, F., & Heimberg, R. G. (2013). An analysis of post-event processing in social anxiety disorder. Clinical Psychology Review, 33(6), 763–773. https://doi.org/10.1016/j.cpr.2008.01.002
https://doi.org/10.1016/j.cpr.2008.01.00...
). Additionally, rumination may affect the social skills and behaviors of individuals with social anxiety, leading to more social avoidance and social functioning impairments (Rood et al., 2010Rood, L., Roelofs, J., Bogels, S. M., & Alloy, L. B. (2010). Dimensions of negative thinking and the relations with symptoms of depression and anxiety in children and adolescents. Cognitive Therapy and Research, 34(4), 333–342. https://doi.org/10.1007/s10608-009-9261-y
https://doi.org/10.1007/s10608-009-9261-...
). Combining these research findings, this study proposes Hypothesis 4: Rumination and social anxiety act as a chained mediating factor between stress and sleep quality.

Methods

Participants

The participants for this study were recruited from undergraduates and graduates of Anhui Normal University, Qinghai Minzu University, Sichuan University of Light Chemical Engineering, and Hefei Normal University. In selecting human participants, we strictly adhered to the relevant clauses of the Declaration of Helsinki. A total of 1675 questionnaires were distributed, and 1653 valid questionnaires were retrieved, making the response rate 98.7%. Among the participants, there were 602 males (36.4%) and 1051 females (63.6%). 76.7% of the participants were from urban areas, while 23.3% were from rural areas. The average age of the participants was 19.41 ± 1.174 years, with the average age for males being 19.59 ± 1.187 years and for females being 19.31 ± 1.154 years. Before conducting the survey, we explained the purpose and method of our questionnaire to the recruited participants, ensuring each participant was fully informed. Informed consent forms were signed by both parties, and each participant received a financial compensation of 100 RMB. The ethics committees of Anhui Normal University, Qinghai Minzu University, Sichuan University of Light Chemical Engineering, and Hefei Normal University all approved the implementation of this project.

Research tools

Stress scale for college students (SSCS)

We used the Stress Scale for College Students developed by Li and Mei (2002)Li, H., & Mei, J. R. (2002). Development of a stress scale for university students. Chinese Journal of Applied Psychology, 8(1), 27–32. https://doi.org/10.3969/j.issn.1006-6020.2002.01.005
https://doi.org/10.3969/j.issn.1006-6020...
to measure the stress level of college students. This scale consists of 30 items across three factors (academic disturbances, personal disturbances, and negative life events), scored on a Likert 4-point scale. The options for each item are: 0 for "no stress", 1 for "mild stress", 2 for "moderate stress", and 3 for "severe stress". Higher scores indicate greater stress experienced at the current stage. The scale has good reliability and validity, with a Cronbach's alpha coefficient of 0.91 and a test– retest reliability of 0.78 (Li & Mei, 2002Li, H., & Mei, J. R. (2002). Development of a stress scale for university students. Chinese Journal of Applied Psychology, 8(1), 27–32. https://doi.org/10.3969/j.issn.1006-6020.2002.01.005
https://doi.org/10.3969/j.issn.1006-6020...
).

Pittsburgh sleep quality index (PSQI)

We used the Pittsburgh Sleep Quality Index, developed by Buysse et al.to measure the sleep quality of participants over the past month. This scale consists of 24 items across seven factors (subjective sleep quality, sleep latency, sleep duration, habitual sleep efficiency, sleep disturbances, use of sleeping medication, and daytime dysfunction), with two items being non-scoring (Yan et al., 2010Yan, Y. W., Liu, M. Y., Tang, X. D., & Lin, R. M. (2010). On the Stressors and Its Phenomenological Relationship with Sleep Quality. Advances in Psychological Science, 18(10), 1537–1547. https://doi.org/10.3724/SP.J.1142.2010.40521
https://doi.org/10.3724/SP.J.1142.2010.4...
). It uses a Likert 4-point scoring system, with higher scores indicating poorer sleep quality. The scale has a Cronbach's alpha coefficient of 0.784 and a validity of 0.85 (Liu et al., 2023Liu, X. Y., Zhang, Q. Q., Liu, S. S., He, R., & Zhu, C. Y. (2023). The effects of social exclusion on college students’ sleep quality: The mediating role of loneliness and the moderating role of emotion regulation. China Journal of Health Psychology, 31(9), 1424–1428.).

Social anxiety scale

We used the Social Anxiety Scale revised by Fenigstein et al. This scale comprises six items in a single factor, with each item offering four options: 0 for "not at all like me", 1 for "a little like me", 2 for "somewhat like me", and 3 for "very much like me". The item stating "I am at ease talking to strangers" is scored in reverse, while the rest are scored directly. Higher scores indicate higher levels of social anxiety. The overall Cronbach's alpha coefficient of the scale is 0.79, with a test-retest reliability of 0.73 (Lindwall & Magnus, 2004Lindwall, M. (2004). Factorial structure and invariance across gender of the swedish self-consciousness scale. Journal of Personality Assessment, 82(2), 233–240. https://doi.org/10.3969/10.1207/s15327752jpa8202_10
https://doi.org/10.3969/10.1207/s1532775...
).

Ruminative responses scale (RRS)

The measurement of rumination was based on the Ruminative Responses Scale, revised by Han and Yang (2009)Han, X., & Yang, H. F. (2009). A Trial of the Nolen-Hoeksema Rumination Thinking Scale in China. Chinese Journal of Clinical Psychology, 17(5), 550–551. from the scale developed by Nolen-Hoeksema. The revised scale consists of 22 items across three factors (symptom-focused rumination, reflective pondering, and compulsive meditation). It uses a Likert 4-point scoring system, with options ranging from 1 for "never think about depressing things" to 4 for "always think about depressing things". The overall Cronbach's alpha coefficient of the scale is 0.90, with a test–retest reliability of 0.82 (Han & Yang, 2009Han, X., & Yang, H. F. (2009). A Trial of the Nolen-Hoeksema Rumination Thinking Scale in China. Chinese Journal of Clinical Psychology, 17(5), 550–551.).

Results

Data analysis

We utilized SPSS 25.0 software to analyze the mean, standard deviation, and Pearson correlation coefficients of stress, rumination, social anxiety, and sleep quality. For confirmatory factor analysis, we used Mplus 7.0 software to test the internal structure validity of the questionnaire and employed the maximum likelihood estimation method to handle missing questionnaire data. The research was carried out in two steps: First, to verify whether the independent mediating roles of rumination and social anxiety in the relationship between college students’ stress and sleep quality were valid. Second, to confirm the chained mediating effect of rumination and social anxiety between college students’ stress and sleep quality. Initially, we built a direct effect model to assess the direct effect of stress on sleep quality. Subsequently, we included rumination and social anxiety as mediating variables in the model of stress and sleep quality to construct a chained mediating effect model.

In the structural models constructed, we used the indices proposed by Wen et al. (2004)Wen, Z. L., Hou, J. T., & Ma, S. H. B. T. (2004). Structural equation modeling: Fit indices and chi-square criterion. Acta Psychologica Sinica, 36(2), 186–194. for evaluating model fit to assess the rationality of the models (Wen et al., 2004Wen, Z. L., Hou, J. T., & Ma, S. H. B. T. (2004). Structural equation modeling: Fit indices and chi-square criterion. Acta Psychologica Sinica, 36(2), 186–194.), as shown in Table 1.

Table 1
Organizational table of fitted indicators

Testing of common method bias

Due to the self-report nature of data collection in this study, there might be the presence of common method bias among different variables. To mitigate the issue of common method bias in survey research, we employed strategies such as anonymous surveys, reverse scoring items, and the inclusion of lie scale items for control. A factor analysis using Harman's single-factor test was conducted. In total, 10 factors with eigenvalues greater than 1 were extracted, accounting for 66.56% of the total variance. The first principal factor accounted for 39.26% of the variance, which is below the 40% critical threshold, indicating a reasonable control of common method bias (Zhou & Long, 2004Zhou, H., & Long, L. R. (2004). Statistical tests and control methods for common method bias. Advances in Psychological Science, 12(6), 942–942. https://doi.org/10.3969/j.issn.1671-3710.2004.06.018
https://doi.org/10.3969/j.issn.1671-3710...
).

Descriptive statistics and correlation analysis

This study analyzed the differences in stress, rumination, social anxiety, and sleep quality based on household registration (urban vs. rural) and gender. There were significant differences in scores for stress, rumination, social anxiety, and sleep quality between male and female students (p < 0.01). No significant differences were found in stress, rumination, and sleep quality scores between urban and rural college students (p > 0.05), but there was a significant difference in social anxiety scores (p < 0.01), as shown in Table 2. Significant differences were observed in social anxiety and rumination among students from different academic years (p < 0.01), but no significant differences were found in stress and sleep quality scores (p > 0.05), as indicated in Table 3. The mean values, standard deviations, and correlation matrices for each variable are presented in Table 4.

Table 2
Differences in stress, sleep quality, social anxiety, and rumination thinking among college students of different genders and household registration
Table 3
Differences in stress, sleep quality, social anxiety, and rumination among college students in different grades
Table 4
Mean, standard deviation and correlation coefficients of the variables

Construction and validation of structural equation models

In this study, due to the large number of items in the stress and rumination scales, direct modeling could affect the quality of indicator data and the true structure of the model. Therefore, we applied the item parceling method for modeling (Wen et al., 2018Wen, Z. L., Huang, B. B., & Tang, D. D. (2018). A Prequel to Questionnaire Data Modeling. Journal of Psychological Science, 41(1), 204–210.). Additionally, significant correlations were found between gender, age, household registration, and other variables in the study. Hence, gender, age, and household registration were included as control variables in the model.

Firstly, we tested whether stress could directly predict sleep quality. The results showed that the model had a good fit index (as shown in Table 5), indicating that stress could significantly and positively predict sleep quality (β = 0.464, p < 0.001). Secondly, we constructed a structural equation model with stress as the independent variable, rumination and social anxiety as mediating variables, and sleep quality as the dependent variable. The results demonstrated that the model had a good fit index (as shown in Table 5), indicating that stress could positively predict rumination (β = 0.703, p < 0.001), rumination could positively predict social anxiety (β = 0.363, p < 0.001), and social anxiety could positively predict sleep quality (β = 0.146, p < 0.001), as detailed in Fig. 1.

Table 5
Model fit indicators organizer
Fig. 1
Multiple mediation model of rumination and social anxiety in the effect of stress on sleep quality

The chained mediating effects were tested using the Bootstrap resampling method with 1000 samples to calculate the 95% confidence interval. The results showed that the direct effect of stress on sleep quality was significant (β = 0.142, p < 0.001). Rumination and social anxiety mediated between stress and sleep quality, with a total mediating effect of 0.047. Specifically, the effect of Stress → Rumination → Sleep Quality was 0.036, the effect of Stress → Social anxiety → Sleep Quality was 0.006, and the effect of Stress → Rumination → Social anxiety → Sleep Quality was 0.005. The Bootstrap 95% confidence intervals for these indirect effects did not include zero, indicating that all three indirect effects were significant (as detailed in Table 6). Therefore, Hypotheses 1, 2, 3, and 4 in this study are supported.

Table 6
Bootstrap analysis of significance tests for mediated effects

Discussion

The study found that stress, rumination, and social anxiety can significantly predict sleep quality, confirming Hypothesis 1. In contemporary society, people generally face pressures from various aspects such as academics, career development, and emotions, which negatively impact mental health and sleep (Ye et al., 2018Ye, B., Yang, X., & Lei, X. (2018). The mechanism of online social support on college students’ online helping behavior. Chinese Journal of Clinical Psychology, 26(6), 1208–1210.; Lima et al., 2020Lima, R. A., DeBarrosa, M. V. G., Marcos, A. M., Santosa, D., Machadoc, L., Bezerraa, J., & Soaresa, F. C. (2020). The synergic relationship between social anxiety, depressive symptoms, poor sleep quality and body fatness in adolescents. Journal of Affective Disorders, 260, 200–205. https://doi.org/10.1016/j.jad.2019.08.074
https://doi.org/10.1016/j.jad.2019.08.07...
; Zhao et al., 2021Zhao, Y. L., Hu, B., Liu, Q. W., Wang, Y., Zhao, Y. X., & Zhu, X. (2021). Social support and sleep quality in patients with stroke: The mediating roles of depression and anxiety symptoms. International Journal of Nursing Practice, 28(3), 1–11. https://doi.org/10.1111/ijn.12939
https://doi.org/10.1111/ijn.12939...
; Akerstedt et al., 2012Akerstedt, T., Orsini, N., Petersen, H., Axelsson, J., Lekander, M., & Kecklund, G. (2012). Predicting sleep quality from stress and prior sleep - a study of day-to-day covariation across six weeks. Sleep Medicine, 13(6), 674–679. https://doi.org/10.1016/j.sleep.2011.12.013
https://doi.org/10.1016/j.sleep.2011.12....
). Especially at night, individuals may repetitively think about work-related issues or personal relationship challenges while trying to fall asleep. This rumination can lead to difficulty falling asleep, sleep interruptions, or early awakenings, and a prolonged poor mental state can cause increased social anxiety (Pillai et al., 2014Pillai, V., Steenburg, L. A., Ciesla, J. A., Roth, T., & Drake, C. L. (2014). A seven day actigraphy-based study of rumination and sleep disturbance among young adults with depressive symptoms. Journal of Psychosomatic Research, 77(1), 70–75. https://doi.org/10.1016/j.jpsychores.2014.05.004
https://doi.org/10.1016/j.jpsychores.201...
). Poor sleep habits and low sleep quality can further lead to a range of physical health problems, such as cardiovascular diseases, impaired immune function, depression, and anxiety (Irwin, 2015Irwin, M. R. (2015). Why sleep is important for health: A psychoneuroimmunology perspective. Annual Review of Psychology, 66, 143–172. https://doi.org/10.1146/annurev-psych-010213-115205
https://doi.org/10.1146/annurev-psych-01...
). Therefore, reducing rumination in high-pressure situations can alleviate social anxiety, thereby improving sleep quality.

This study confirmed that rumination mediates between stress and sleep quality, consistent with existing research findings (Zhang et al., 2021Zhang, D., Hu, X. Q., & Liu, Q. X. (2021). Stress and Sleep Quality among Undergraduate Students Chain Mediating Effects of Rumination and Resilience. Journal of Psychological Science, 44(1), 90–96. https://doi.org/10.16719/j.cnki.1671-6981.20210113
https://doi.org/10.16719/j.cnki.1671-698...
), supporting Hypothesis 3. This can be explained from two perspectives: First, the theoretical model of stress cognition suggests that individuals go through stages of alarm, resistance, and exhaustion in response to stress (Friedman et al., 2005Friedman, E. M., Hayney, M. S., Love, G. D., Urry, H. L., Rosenkranz, M. A., Davidson, R. J., Singer, B. H., & Ryff, C. D. (2005). Social relationships, sleep quality, and interleukin-6 inaging women. Proceedings of the National Academy of Sciences, 102(51), 18757–18762. https://doi.org/10.1073/pnas.0509281102
https://doi.org/10.1073/pnas.0509281102...
; Huang et al., 2016Huang, X. N., Ma, J. J., Xia, M., MJ, X. U., & XG, Yang. (2016). A study of the relationship between occupational stress, psychological capital, and sleep quality among rural primary and secondary school teachers. Chongqing Yixue., 45(12), 1675–1677.), and these stress responses, particularly in the exhaustion stage, cause significant changes in neurohormone levels, reducing sleep quality (Sun et al., 2014Sun, X. Y., Dai, X. Y., Yang, T. S., Song, H. T., Yang, J. L., Bai, J., & Zhang, L. Y. (2014). Effects of mental resilience on neuroendocrine hormones level changes induced by sleep deprivation in servicemen. Endocrine, 47(3), 884–888. https://link.springer.com/article/10.1007/s12020-014-0228-8.
https://link.springer.com/article/10.100...
). Secondly, rumination, triggered by inducing factors and acting as a pre-sleep intrusive thought, continuously causes physiological and psychological arousal, preventing the onset of sleep (Brosschot et al., 2006Brosschot, J. F., Gerin, W., & Thayer, J. F. (2006). The perseverative cognition hypothesis: A review of worry, prolonged stress-related physiological activation, and health. Journal of Psychosomatic Research, 60(2), 113–124. https://doi.org/10.1016/j.jpsychores.2005.06.074
https://doi.org/10.1016/j.jpsychores.200...
; Pillai et al., 2014Pillai, V., Steenburg, L. A., Ciesla, J. A., Roth, T., & Drake, C. L. (2014). A seven day actigraphy-based study of rumination and sleep disturbance among young adults with depressive symptoms. Journal of Psychosomatic Research, 77(1), 70–75. https://doi.org/10.1016/j.jpsychores.2014.05.004
https://doi.org/10.1016/j.jpsychores.201...
; Thomsen et al., 2003Thomsen, D. K., Mehlsen, M. Y., Christensen, S., & Zachariae, R. (2003). Rumination—relationship with negative mood and sleep quality. Personality and Individual Differences, 34(7), 1293–1301. https://doi.org/10.1016/10.1016/s0191-8869(02)00120-4
https://doi.org/10.1016/10.1016/s0191-88...
).

The study also found that social anxiety mediates between stress and sleep quality, confirming Hypothesis 2. Although there is limited research in this area, the Sensitivity Shift Theory (SST) suggests that inability to effectively cope with stress can lead to problems associated with social anxiety (Richey et al., 2019Richey, J. A., Brewer, J. A., Sullivan-Toole, H., Strege, M. V., Kim-Spoon, J., White, S. W., et al. (2019). Sensitivity shift theory: A developmental model of positive afect and motivational defcits in social anxiety disorder. Clinical psychology review, 72, 101756. https://doi.org/10.1016/j.cpr.2019.101756
https://doi.org/10.1016/j.cpr.2019.10175...
), which further impacts individuals, causing more stress and eventually leading to social anxiety disorders. The success or failure of individuals with social anxiety in responding to stress determines their willingness to continue facing stressors actively (Wright et al., 2010Wright, M., Banerjee, R., Hoek, W., Riefe, C., & Novin, S. (2010). Depression and social anxiety in children: Diferential links with coping strategies. Journal of Abnormal Child Psychology, 38(3), 405–419. https://doi.org/10.1007/s10802-009-9375-4
https://doi.org/10.1007/s10802-009-9375-...
). The distressing emotions often cause them to rumination over negative social events, leading to physiological and emotional arousal and reduced sleep quality (Blote et al., 2021Blote, A. W., Miers, A. C., & Westenberg, P. M. (2021). Concurrent and prospective associations between social anxiety and responses to stress in adolescence. Research on Child and Adolescent Psychopathology, 50, 659–668. https://doi.org/10.1007/s10802-021-00880-3
https://doi.org/10.1007/s10802-021-00880...
).

Furthermore, this study confirms that stress can predict sleep quality through the chained mediation of rumination and social anxiety, supporting Hypothesis 4. Response Style Theory posits that rumination formed in the process of coping with stress events, in turn, amplifies the impact of these events, increasing social anxiety and ultimately affecting sleep quality (Moulds et al., 2020Moulds, M. L., Bisby, M. A., Wild, J., & Bryan, R. A. (2020). Rumination in posttraumatic stress disorder: a systematic review. Clinical Psychology Review, 82, 101910. https://doi.org/10.1016/j.cpr.2020.101910
https://doi.org/10.1016/j.cpr.2020.10191...
; Robinson & Alloy, 2003Robinson, M. S., & Alloy, L. B. (2003). Negative cognitive styles and stressreactive rumination interact to predict depression A prospective study. Cognitive Therapy and Research., 27(3), 275–291. https://link.springer.com/article/10.1023/A:1023914416469.
https://link.springer.com/article/10.102...
). This chained mediation model also suggests to mental health educators that since college students are still developing their worldviews, values, and perspectives, and have limited cognitive levels and coping abilities, improving their mental health and sleep quality might be achieved by reducing their level of social anxiety, thereby interrupting the indirect impact of stress and rumination on sleep quality.

Limitations and implications

This study has some limitations. Firstly, the issue of stress affecting sleep quality is common across different social groups, but our research subjects were university students. Extending the study to different demographic groups would better reflect real-world situations. Secondly, the measurements in this study were based on participants’ self-reports, which are subjective experiences. While self-reports can provide valuable insights, they may not fully capture the reality. Future research could employ experimental methods or interviews to enhance the reliability of the findings.

Despite these limitations, this study contributes to the understanding of the internal mechanisms through which stress affects sleep quality, addressing some gaps in previous research. The study enriches the field's understanding of stress cognition theoretical models (Friedman et al., 2005Friedman, E. M., Hayney, M. S., Love, G. D., Urry, H. L., Rosenkranz, M. A., Davidson, R. J., Singer, B. H., & Ryff, C. D. (2005). Social relationships, sleep quality, and interleukin-6 inaging women. Proceedings of the National Academy of Sciences, 102(51), 18757–18762. https://doi.org/10.1073/pnas.0509281102
https://doi.org/10.1073/pnas.0509281102...
), Response Style Theory (Moulds et al., 2020Moulds, M. L., Bisby, M. A., Wild, J., & Bryan, R. A. (2020). Rumination in posttraumatic stress disorder: a systematic review. Clinical Psychology Review, 82, 101910. https://doi.org/10.1016/j.cpr.2020.101910
https://doi.org/10.1016/j.cpr.2020.10191...
; Robinson & Alloy, 2003Robinson, M. S., & Alloy, L. B. (2003). Negative cognitive styles and stressreactive rumination interact to predict depression A prospective study. Cognitive Therapy and Research., 27(3), 275–291. https://link.springer.com/article/10.1023/A:1023914416469.
https://link.springer.com/article/10.102...
), and Sensitivity Shift Theory (Richey et al., 2019Richey, J. A., Brewer, J. A., Sullivan-Toole, H., Strege, M. V., Kim-Spoon, J., White, S. W., et al. (2019). Sensitivity shift theory: A developmental model of positive afect and motivational defcits in social anxiety disorder. Clinical psychology review, 72, 101756. https://doi.org/10.1016/j.cpr.2019.101756
https://doi.org/10.1016/j.cpr.2019.10175...
). In the context of psychological interventions in schools, in addition to offering stress reduction training such as meditation, mindfulness, and diaphragmatic breathing, schools can also teach students positive thinking, proactive actions, and help them develop a healthy and positive mindset to alleviate their social anxiety.

Conclusion

The research discovered that stress can not only directly and positively predict sleep quality but also independently mediate and positively predict sleep quality through rumination and social anxiety. In addition, rumination and social anxiety play a chained mediating role between stress and sleep quality. This indicates that the mechanisms by which stress affects sleep quality are complex. We cannot simply assume that stress directly impacts sleep quality; in reality, stress more significantly affects sleep quality through rumination and social anxiety. Therefore, in addition to helping individuals reduce stress through some commonly used psychological intervention pathways, we should pay more attention to how to help help helpers reduce rumination thinking and social anxiety, so as to reduce the impact of stress on sleep quality, which is of great significance to improve the sleep quality of individuals.

  • Funding
    This study was supported by a research grant from Zhejiang Tourism college (Project No. 2023CGYB05).

Declarations

Ethics approval and consent to participate
We recruited participants in strict accordance with the principles laid down in the Declaration of Helsinki. Prior to questionnaire administration, participants were briefed on the objectives and methods of the study to ensure informed consent. We confirm that we have obtained the informed consent of all participants, we have signed the informed consent with all participants, and issued a financial incentive of 100 RMB to each of them. We confirm that all research proposals have been approved by the Ethics Committee of Anhui Normal.
Consent for publication
Not applicable.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Availability of data and materials

The datasets used and/or analysed during the current study are available from the corresponding author on reasonable request.

Acknowledgements

We thank Dr. Xiaowen Li for his translation work.

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Publication Dates

  • Publication in this collection
    13 May 2024
  • Date of issue
    2024

History

  • Received
    13 Nov 2023
  • Accepted
    07 Mar 2024
  • Published
    18 Mar 2024
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