1
|
Li J, Huang L, Dun M. A Hybrid SEM-ANN Approach to Investigate the Internet Addiction Among University Students Based on Psychological Resilience Theory and Cognitive-Behavioral Theory. Psychol Rep 2025:332941251330549. [PMID: 40151978 DOI: 10.1177/00332941251330549] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/29/2025]
Abstract
The internet is now essential in college students' lives, but its overuse is turning into a worldwide issue, notably with rising internet addiction among students. Earlier studies have mainly explored the risk factors of internet addiction, yielding various findings. This study aims to delve into the key factors affecting internet addiction among university students by integrating the theory of psychological resilience with cognitive-behavioral theory. It thoroughly analyzes how self-control, emotional regulation, social support, perceived stress, and psychological resilience influence internet addiction and explores their interactions and underlying mechanisms. The study conveniently selected 999 university students for a survey to measure their self-reported ratings on six constructs: self-control, emotional regulation, perceived stress, psychological resilience, social support, and internet addiction. Employing a Structural Equation Modeling - Artificial Neural Network (SEM-ANN) approach, the study unveiled complex and non-linear relationships between predictors and internet addiction. Results indicated that self-control and psychological resilience significantly reduce internet addiction, while perceived stress notably increases the risk. Notably, emotional regulation and social support did not directly lower the risk of internet addiction. Further analysis revealed that psychological resilience plays a mediating role between self-control, emotional regulation, social support, and internet addiction. Additionally, multilayer perceptron analysis of normalized importance showed self-control as the most critical predictive factor (100%), followed by emotional regulation (9.1%), social support (8.4%), and psychological resilience (5.4%). The study contributes theoretical and practical insights into internet addiction among university students.
Collapse
Affiliation(s)
- Jinyu Li
- School of Marxism, Yangzhou University, Yangzhou, China
- Department of Art and Sports, Huanghe Science and Technology University, Zhengzhou, China
| | - Ling Huang
- School of English Studies, Jiangxi College of Foreign Studies, Nanchang, China
| | - Minqi Dun
- Fanli Business School, Nanyang Institute of Technology, Nanyang, China
| |
Collapse
|
2
|
Zhu Y, Wang Q, Liu J, Huang J. Parental psychological control and depression, anxiety among adolescents: The mediating role of bedtime procrastination and moderating role of neuroticism. Arch Psychiatr Nurs 2024; 51:1-9. [PMID: 39034062 DOI: 10.1016/j.apnu.2024.05.002] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Revised: 04/28/2024] [Accepted: 05/01/2024] [Indexed: 07/23/2024]
Abstract
Studies have shown that maladaptive parenting styles, particularly parental psychological control may be an important risk factor for emotional problems in adolescence. However, the potential mechanisms behind this association are still not fully understood. To fill the research gap, this study investigated the relationship between parental psychological control and depression and anxiety among adolescents. It also explored the mediating effect of bedtime procrastination and the moderating effect of neuroticism through a moderated mediation analysis. A sample of 665 adolescents (331 girls) were recruited from two secondary schools in southern China. All participants completed standardized self-report questionnaires measuring the severity of parental psychological control, bedtime procrastination, depression, anxiety, and neuroticism. Data were analyzed using SPSS 25.0 and PROCESS macros. The results indicated that parental psychological control had a positive predictive effect on depression and anxiety among adolescents. Bedtime procrastination partially mediated the relationship between parental psychological control and depression, as well as parental psychological control and anxiety. Neuroticism was found to play a moderating role in the path from bedtime procrastination to depression and from bedtime procrastination to anxiety, with these effects being stronger for adolescents with higher levels of neuroticism. This study advances a deeper understanding of how and when or for whom parental psychological control is related to adolescents' severe depression and anxiety. Our findings suggest that intervention programs or strategies aimed at reducing parental psychological control and assisting adolescents in establishing healthy sleep hygiene practices should be developed to decrease the risk of depression and anxiety in adolescents.
Collapse
Affiliation(s)
- Yingying Zhu
- Key Research Base of Humanities and Social Sciences of the Ministry of Education, Academy of Psychology and Behavior, Tianjin Normal University, Tianjin 300387, China; Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China; Tianjin Social Science Laboratory of Students' Mental Development and Learning,Tianjin 300387, China.
| | - Qian Wang
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China
| | - Junling Liu
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China
| | - Jiahao Huang
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China
| |
Collapse
|
3
|
Schmidt LI, Baetzner AS, Dreisbusch MI, Mertens A, Sieverding M. Postponing sleep after a stressful day: Patterns of stress, bedtime procrastination, and sleep outcomes in a daily diary approach. Stress Health 2024; 40:e3330. [PMID: 37846558 DOI: 10.1002/smi.3330] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 08/26/2023] [Accepted: 09/26/2023] [Indexed: 10/18/2023]
Abstract
Sleep problems and stress are common among students and are associated with negative effects on academic performance as well as mental and physical health risks, but studies exploring mediating factors between stress and sleep on a daily basis are scarce. This study aimed to investigate the relationship of daily stress, Bedtime procrastination (BP) (i.e., postponing bedtime without external reasons), and sleep outcomes controlling for trait factors such as self-control. N = 96 students at a German university (M = 22.2 years, SD = 4.0) wore a sleep-tracking wearable (Fitbit Charge HR) for two weeks to assess sleep duration and to calculate the gap between the intended time to go to sleep and the objectively measured time of falling asleep. Stress, intended time to go to sleep, and sleep quality were assessed via daily diaries. Established questionnaires were used to measure trait self-control, trait BP, and smartphone addiction. Multilevel analyses indicated that more stress experienced during the day was associated with more BP (b = 2.32, p = 0.008), shorter sleep duration (b = -3.46, p = 0.003), and lower sleep quality (b = 1.03, p = 0.005) after controlling for several trait factors. The association of daily stress with sleep outcomes (quality and duration) was partly mediated by BP. Our findings indicate that BP might be one factor that contributes to stress-linked decreases in sleep duration and quality. Potential reasons for stress-related later time to fall asleep-like higher physiological arousal or stress-related worries-should be investigated in future studies.
Collapse
Affiliation(s)
- Laura I Schmidt
- Institute of Psychology, Heidelberg University, Heidelberg, Germany
| | - Anke S Baetzner
- Institute of Sports and Sports Sciences, Heidelberg University, Heidelberg, Germany
| | - Marina I Dreisbusch
- Institute of Psychology, University of the Bundeswehr Munich, Neubiberg, Germany
| | - Alica Mertens
- School of Social Science, University of Mannheim, Mannheim, Germany
| | | |
Collapse
|
4
|
Rogowska AM, Cincio A. Procrastination Mediates the Relationship between Problematic TikTok Use and Depression among Young Adults. J Clin Med 2024; 13:1247. [PMID: 38592070 PMCID: PMC10932071 DOI: 10.3390/jcm13051247] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Revised: 01/09/2024] [Accepted: 02/20/2024] [Indexed: 04/10/2024] Open
Abstract
Background: Although the prevalence of depression has increased significantly in recent years, especially in the young adult population, little is known about its causes and risk factors. The study aims to examine the mediating role of TikTok use in the relationships between procrastination and depression in young adults. Methods: A sample of 448 adults, ranging in age from 18 to 35 years (M = 24.45, SD = 3.76), including 214 men (48%), participated in the study. The cross-sectional survey consists of a modified Bergen Facebook Addiction Scale (BFAS) to assess problematic TikTok use (PTTU), the Pure Procrastination Scale (PPS) for procrastination measurement, and the nine-item Patient Health Questionnaire (PHQ-9) for screening depression symptoms. Results: The independent samples t-test indicates that emerging adults (ages ranging between 18 and 25 years) have more severe depression symptoms than young adults (26-35 years old). Gender differences were not found for procrastination, PTTU, and depression symptoms. Positive correlations were found between procrastination, PTTU, and depression symptoms. PTTU plays a mediating role in the associations between procrastination and depression. Conclusions: Both procrastination and PTTU treatment should be prioritized in the prevention and intervention programs for improving mental health among young adults. Some effective therapeutic methods are recommended.
Collapse
|
5
|
Liu N, Wang J, Zang W. The Impact of Sleep Determination on Procrastination before Bedtime: The Role of Anxiety. INTERNATIONAL JOURNAL OF MENTAL HEALTH PROMOTION 2024; 26:377-387. [DOI: 10.32604/ijmhp.2024.047808] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2025]
|
6
|
Tu Z, He J, Wang Z, Wang C, Tian J, Tang Y. Development and validation of the while-in-bed-smartphone-use-induced sleep procrastination scale (WSPS) in Chinese undergraduates with/without problematic smartphone use. Qual Life Res 2023; 32:3085-3098. [PMID: 37347394 DOI: 10.1007/s11136-023-03457-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/31/2023] [Indexed: 06/23/2023]
Abstract
PURPOSE Problematic smartphone use (PSU) has become a global public health problem. Excessive while-in-bed smartphone use may result in sleep procrastination and other negative outcomes. The present study aimed to develop and validate a new scale called WSPS to assess while-in-bed-smartphone-use-induced sleep procrastination among undergraduates. METHODS In total, 910 Chinese undergraduates completed the collection of WSPS, smartphone addiction scale-short version (SAS-SV), bedtime procrastination scale, Pittsburgh sleep quality index, and Zung self-rating depression scale. The whole sample were randomly splited in the exploratory factor analysis (EFA) sample (n = 455) and confirmatory factor analysis (CFA) sample (n = 455). 40 undergraduates with PSU (SAS-SV > 31) and 40 without PSU were asked to keep sleep diary for 2 weeks and complete the WSPS again. RESULTS EFA and CFA supported a six-item unidimensional structure of the WSPS. The WSPS demonstrated acceptable internal consistency among undergraduates. The WSPS showed good concurrent validity with other relevant variables including PSU, BP, sleep quality, and depression. Scalar invariance of the WSPS between undergraduates with/without PSU was supported, as well as scalar invariance across gender. The WSPS showed good convergent validity with self-report everyday while-in-bed smartphone use duration and good discriminant validity with sleep duration and sleep onset latency recorded by sleep diary. The WSPS also presented good test-retest reliability among undergraduates with/without PSU. CONCLUSION The WSPS is a reliable and valid measure of while-in-bed-smartphone-use-induced sleep procrastination in undergraduates with/without PSU.
Collapse
Affiliation(s)
- Zhihao Tu
- Navy Special Medical Center, Naval Medical University, Shanghai, 200433, China
- Qingdao Special Servicemen Recuperation Center of PLA Navy, Qingdao, 266043, China
| | - Jingwen He
- Department of Medical Psychology, NO. 96110 Hospital (affiliated with the People's Liberation Army (PLA)), Yinchuan, 750021, China
- Department of Psychology, Naval Medical University, 800 Xiangyin Road, Shangahi, 200433, China
| | - Ziying Wang
- Navy Special Medical Center, Naval Medical University, Shanghai, 200433, China
| | - Chuan Wang
- Navy Special Medical Center, Naval Medical University, Shanghai, 200433, China
| | - Jianquan Tian
- Navy Special Medical Center, Naval Medical University, Shanghai, 200433, China
| | - Yunxiang Tang
- Department of Psychology, Naval Medical University, 800 Xiangyin Road, Shangahi, 200433, China.
| |
Collapse
|
7
|
Hamvai C, Kiss H, Vörös H, Fitzpatrick KM, Vargha A, Pikó BF. Association between impulsivity and cognitive capacity decrease is mediated by smartphone addiction, academic procrastination, bedtime procrastination, sleep insufficiency and daytime fatigue among medical students: a path analysis. BMC MEDICAL EDUCATION 2023; 23:537. [PMID: 37501113 PMCID: PMC10375684 DOI: 10.1186/s12909-023-04522-8] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/30/2022] [Accepted: 07/18/2023] [Indexed: 07/29/2023]
Abstract
BACKGROUND Medical students are at high risk for sleep disturbance. One possible cause of their sleeping problem is impulsivity. We aim to investigate the possible mediators between medical students' impulsivity and sleep outcomes. Thus, we developed and investigated a model where the predictors were attentional, non-planning, and motor impulsivity subtraits. In the final model, subjective cognitive capacity decrease was the outcome variable. In light of previous findings, academic procrastination, smartphone addiction, and bedtime procrastination were considered important mediators as well as two variables of poor sleep, sleeping insufficiency, and daytime fatigue. METHODS Medical students (N = 211; ageM = 22.15 years; ageSD = 3.47 years; 71.6% women) were recruited to complete an online survey comprised of demographics (age, gender), self-administered scales (Abbreviated Impulsiveness Scale, Bedtime Procrastination Scale, Abbreviated Impulsiveness Scale, Academic Procrastination Scale-Short Form) and questions on tiredness, daily fatigue and subjective cognitive capacity decrease. Correlation and path analyses were implemented to examine hypothesized relationships between the variables. RESULTS Both attentional impulsivity (β = 0.33, p < .001) and non-planning impulsivity (β = -0.19, p < .01) had a direct relationship with cognitive capacity decrease. Attentional impulsivity was also associated with decreased cognitive capacity with a serial mediation effect via smartphone addiction, academic procrastination, bedtime procrastination, sleep insufficiency and fatigue (estimate = 0.017, p < .01). The indirect link between non-planning impulsivity and cognitive capacity decrease was mediated by academic procrastination, bedtime procrastination, sleep insufficiency and fatigue (estimate = 0.011, p < .01). CONCLUSIONS Inability to stay focused and plan tasks effectively (directly and indirectly) predicts poor sleep outcomes. This relationship is mediated by excessive smartphone use, academic procrastination, and bedtime procrastination. Our findings are relevant in light of self-regulatory learning, which is crucial in medical education. This is a recursive cycle of planning, emotion regulation, proper strategy selection and self-monitoring. Future interventions addressing attentional and non-planning impulsivity, problematic smartphone use, academic procrastination, and in turn, bedtime procrastination might make this routine more effective. In the conclusion section, practical implications of the results are discussed.
Collapse
Affiliation(s)
- Csaba Hamvai
- Department of Behavioral Sciences, University of Szeged, Mars tér 20, 6722, Szeged, Hungary.
| | - Hedvig Kiss
- Department of Behavioral Sciences, University of Szeged, Mars tér 20, 6722, Szeged, Hungary
| | - Henrietta Vörös
- Department of Behavioral Sciences, University of Szeged, Mars tér 20, 6722, Szeged, Hungary
| | - Kevin M Fitzpatrick
- Department of Sociology & Criminology, University of Arkansas, Fayetteville, AR, USA
| | - András Vargha
- Institute of Psychology, Károli Gáspár Reformed Church University, Budapest, Hungary
- Institute of Psychology, Eötvös Loránad University, Budapest, Hungary
| | - Bettina F Pikó
- Department of Behavioral Sciences, University of Szeged, Mars tér 20, 6722, Szeged, Hungary
| |
Collapse
|
8
|
Andrade FC, Hoyle RH. A synthesis and meta-analysis of the relationship between trait self-control and healthier practices in physical activity, eating, and sleep domains. PERSONALITY AND INDIVIDUAL DIFFERENCES 2023. [DOI: 10.1016/j.paid.2023.112095] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/10/2023]
|
9
|
Zhang Z, Lin Y, Liu J, Zhang G, Hou X, Pan Z, Dai B. Relationship between behavioral inhibition/activation system and Internet addiction among Chinese college students: The mediating effects of intolerance of uncertainty and self-control and gender differences. Front Public Health 2022; 10:1047036. [PMID: 36644769 PMCID: PMC9832708 DOI: 10.3389/fpubh.2022.1047036] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2022] [Accepted: 11/28/2022] [Indexed: 12/29/2022] Open
Abstract
Background Internet addiction is a global public health issue among college students that is associated with a range of negative outcomes. Especially the COVID-19 pandemic has forced them to shift most of their studies and life activities from offline to online, leading to a growing problem of Internet dependence and even Internet addiction. Although previous studies have indicated that the Behavioral Inhibition/Activation System (BIS/BAS) have important effects on college students' Internet addiction, the mechanisms underlying these associations and gender differences are still unclear. Aims The present study investigated the mediating roles of intolerance of uncertainty and self-control in the association between BIS/BAS and Internet addiction following the Interaction of Person-Affect-Cognition-Execution model. Gender differences in such associations between variables were also tested. Method A total of 747 Chinese college students were surveyed by using Young's Diagnostic Questionnaire for Internet Addiction, BIS/BAS Scales, the Intolerance of Uncertainty Scale and the Brief Self-Control Scale. Results The results from the structural equation modeling analysis showed that BIS was positively related to Internet addiction and that BAS had a negative association with Internet addiction. Moreover, intolerance of uncertainty and self-control mediated the relationships between BIS/BAS and Internet addiction. Multi-group analysis further revealed that the associations between BAS and Internet addiction and between intolerance of uncertainty and Internet addiction were stronger among the male students than among female students. The relationship between self-control and Internet addiction was greater in the female sample than in the male sample. Conclusions These findings extend our understanding of how BIS/BAS influence Internet addiction among college students and suggest that not only should training approaches based on intolerance of uncertainty and self-control be fully considered, but different intervention programs should be focused on gender sensitivity to maximize the intervention effect.
Collapse
Affiliation(s)
- Zhihao Zhang
- School of Public Administration, Central South University, Changsha, China
| | - Yan Lin
- Department of Psychiatry and Psychology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Jia Liu
- Transplantation Center, The Third Xiangya Hospital of Central South University, Changsha, China
| | - Guangyu Zhang
- Department of Psychiatry and Psychology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Xiaowen Hou
- Department of Psychiatry and Psychology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China
| | - Zequan Pan
- School of Public Administration, Central South University, Changsha, China,*Correspondence: Zequan Pan
| | - Bibing Dai
- Department of Psychiatry and Psychology, School of Basic Medical Sciences, Tianjin Medical University, Tianjin, China,Bibing Dai
| |
Collapse
|
10
|
Zhu Y, Huang J, Yang M. Association between Chronotype and Sleep Quality among Chinese College Students: The Role of Bedtime Procrastination and Sleep Hygiene Awareness. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2022; 20:ijerph20010197. [PMID: 36612519 PMCID: PMC9820042 DOI: 10.3390/ijerph20010197] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/24/2022] [Revised: 12/19/2022] [Accepted: 12/20/2022] [Indexed: 05/31/2023]
Abstract
Chronotype and sleep quality have been shown to play significant roles in influencing people's physical and mental health. The current study focuses on examining the relationship between chronotype and sleep quality among Chinese college students and exploring the mediating role of bedtime procrastination and the moderating role of sleep hygiene awareness. A sample of 2822 college students (female = 71.4%) aged between 17 and 29 years (M = 19.77, SD = 1.41) were included and completed the measures of the Pittsburgh Sleep Quality Index (PSQI), Morningness-Eveningness Questionnaire (MEQ), Bedtime Procrastination Scale (BPS) and Sleep Hygiene Awareness Scale (SHAS). The results showed that evening-type students reported the lowest sleep quality and highest levels of bedtime procrastination. In contrast, the highest sleep quality and lowest levels of bedtime procrastination were shown by morning-type, exhibiting the neither-type students' intermediate chronotype. Bedtime procrastination partially mediated the relationship between chronotype and sleep quality. Furthermore, sleep hygiene awareness moderated the direct effect of chronotype on sleep quality and the effect of chronotype in the path from chronotype to bedtime procrastination. Specifically, higher levels of sleep hygiene awareness could buffer the adverse effect of chronotype on self-reported sleep quality but bolstered the negative effect of chronotype on bedtime procrastination. Our results suggest that individuals with an evening preference are inclined to postpone their bedtime and further experience poorer sleep quality at night. Sleep hygiene awareness may serve as a protective factor for poor nocturnal sleep. Overall, the findings highlight the importance of reducing bedtime procrastination and improving sleep hygiene awareness in the interventions designed to help college students to own a better sleep quality, especially for those with evening chronotypes.
Collapse
Affiliation(s)
- Yingying Zhu
- Key Research Base of Humanities and Social Sciences of the Ministry of Education, Academy of Psychology and Behavior, Tianjin Normal University, Tianjin 300387, China
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China
- Tianjin Social Science Laboratory of Students’ Mental Development and Learning, Tianjin 300387, China
| | - Jiahao Huang
- Faculty of Psychology, Tianjin Normal University, Tianjin 300387, China
| | - Minqi Yang
- School of Education, Zhengzhou University, Zhengzhou 450001, China
- School of Marxism, Zhengzhou University, Zhengzhou 450001, China
| |
Collapse
|