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Yu Y, Wu Y, Chen P, Min H, Sun X. Associations between personality and problematic internet use among Chinese adolescents and young adults: A network analysis. J Affect Disord 2024; 365:501-508. [PMID: 39178960 DOI: 10.1016/j.jad.2024.08.069] [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: 01/04/2024] [Revised: 06/27/2024] [Accepted: 08/12/2024] [Indexed: 08/26/2024]
Abstract
BACKGROUND With the number of internet users booming, problematic internet use (PIU) has become a public health threat. This study aims to figure out the inter-relationships between PIU symptoms and personality traits with network-based analysis among young people and to discuss the gender difference in the above networks. METHODS Based on a national cross-sectional study in 2022, 4655 Chinese adolescents and young adults aged 14 to 25 were included. We adopted the 6-item Short-Form Problematic Internet Use Questionnaire (PIUQ-SF-6) and the 10-item version of the Big Five Inventory (BFI-10) to measure PIU and personality traits, respectively. Network analysis was used to identify influential nodes and edges and compare the network models between male and female participants. RESULTS The mean age of 4655 participants was 19.84, and 52.1 % (2424) of them were females. There are differences in age and gender between participants with and without PIU (P < 0.05). The network of personality and PIU showed that 22 out of the 28 edges were estimated to be nonzero, and "obsession-neuroticism" was the strongest positive edge between the two communities. Central symptoms (i.e., "obsession" and "control disorder") and bridge symptoms (i.e., "obsession" and "neuroticism") have been identified. Gender differences existed in network global strength: female = 3.71, male = 3.18 (p < 0.001). LIMITATIONS The cross-sectional study needs more evidence to build causal inference. CONCLUSIONS The results of PIU-personality networks may contribute to the personalized prevention and treatment of PIU. The gender difference in PIU-personality networks also requires more attention and discussion.
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Affiliation(s)
- Yebo Yu
- Department of Social Medicine and Health Education, School of Public Health, Peking University, Beijing 100191, PR China
| | - Yibo Wu
- Department of Social Medicine and Health Education, School of Public Health, Peking University, Beijing 100191, PR China
| | - Ping Chen
- Department of Social Medicine and Health Education, School of Public Health, Peking University, Beijing 100191, PR China
| | - Hewei Min
- Department of Social Medicine and Health Education, School of Public Health, Peking University, Beijing 100191, PR China
| | - Xinying Sun
- Department of Social Medicine and Health Education, School of Public Health, Peking University, Beijing 100191, PR China.
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Alshakhsi S, Babiker A, Montag C, Ali R. On the association between personality, fear of missing out (FoMO) and problematic social media use tendencies in European and Arabian samples. Acta Psychol (Amst) 2023; 240:104026. [PMID: 37722329 DOI: 10.1016/j.actpsy.2023.104026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/25/2023] [Revised: 08/30/2023] [Accepted: 09/06/2023] [Indexed: 09/20/2023] Open
Abstract
Recent meta-analytical evidence indicates a mild association between higher neuroticism and lower conscientiousness scores and a tendency towards problematic social media use (PSMU). However, fear of missing out (FoMO) has emerged as a critical variable in understanding the positive link between neuroticism and PSMU. Given the replication crisis in psychology, this study aimed to reinvestigate personality-PSMU associations and, crucially, the less-studied FoMO mediation effect. To ensure generalizability of the findings, we recruited two diverse samples with European and Arabian backgrounds. The results revealed a significant total effect of neuroticism on PSMU for both cultural groups, with the European sample demonstrating a fully mediated effect via FoMO, whereas the Arab sample showed a partially mediated effect via FoMO, along with a significant direct effect. This study contributes to the existing literature by highlighting the importance of FoMO as a mediator between neuroticism and PSMU and some minor potential cultural differences in this association.
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Affiliation(s)
- Sameha Alshakhsi
- Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar.
| | - Areej Babiker
- Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar
| | - Christian Montag
- Department of Molecular Psychology, Institute of Psychology and Education, Ulm University, Ulm, Germany
| | - Raian Ali
- Division of Information and Computing Technology, College of Science and Engineering, Hamad Bin Khalifa University, Qatar.
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Feher A, Fejes E, Kapus K, Jancsak C, Nagy GD, Horvath L, Tibold A, Feher G. The association of problematic usage of the internet with burnout, depression, insomnia, and quality of life among Hungarian high school students. Front Public Health 2023; 11:1167308. [PMID: 37559742 PMCID: PMC10407570 DOI: 10.3389/fpubh.2023.1167308] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/16/2023] [Accepted: 07/12/2023] [Indexed: 08/11/2023] Open
Abstract
Introduction The extensive availability of the internet has led to the recognition of problematic usage of the internet (PUI) or so called internet addiction (IA), probably mostly involving adolescents. Aim Here we present a study focusing on the incidence and consequences (including burnout, which is relatively rarely studied) of internet addiction among high school students using a questionnaire-based non-random sampling cross-sectional survey. Included questionnaires were the Problematic Internet Use Questionnaire, the Maslach Burnout Inventory General Survey for Students MBI-GS (S), the 9-item short version of Beck Depression Inventory (BDI-SF), the Athens Insomnia Questionnaire and the EQ-5D (quality of life) questionnaire. Data were evaluated the exertion of Student's t-test, chi square test and Pearson's rank-order correlation. Logistic regression analysis was used to determine the significance of the different parameters as independently associated with PUI. Results Overall 3,000 paper-based questionnaires were successfully delivered and 2,540 responses received (response rate of 84.6%). 1,309 males (mean age 17.6 ± 1.43 years) (51.5%) and 1,231 females (mean age 17.5 ± 1.4 years) (48.5%) took part in our study. Problematic usage of the internet was detected in 486 (19.1%) students (232 males, mean age 17.6 ± 1.35 years and 254 females, mean age 17.34 ± 1.37 years). In a logistic regression analysis sleep disturbance (OR: 1.84, 95% CI: 1.83-2.03), depression (OR: 1.97, 95% CI: 1.77-2.02) and burnout (OR: 1.8, 95% CI: 1.16-1.94) were significantly associated with PUI. Conclusion Nearly one fifth of our study population suffered from PUI, which was strongly associated with school burnout, insomnia and depression, which underlines the importance of this phenomenon.
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Affiliation(s)
- Andrea Feher
- Centre for Occupational Medicine, Medical School, University of Pécs, Pécs, Hungary
- Szent Rafael Hospital, Zalaegerszeg, Hungary
| | | | - Krisztian Kapus
- Centre of Excellence for Interdisciplinary R&D and Innovation of the University of Szeged, Social Responsibility Competence Centre, Interdisciplinary Family R&D Centre Research Group, Szeged, Hungary
| | - Csaba Jancsak
- Centre of Excellence for Interdisciplinary R&D and Innovation of the University of Szeged, Social Responsibility Competence Centre, Interdisciplinary Family R&D Centre Research Group, Szeged, Hungary
| | - Gabor Daniel Nagy
- Centre of Excellence for Interdisciplinary R&D and Innovation of the University of Szeged, Social Responsibility Competence Centre, Interdisciplinary Family R&D Centre Research Group, Szeged, Hungary
| | - Lilla Horvath
- Centre for Occupational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Antal Tibold
- Centre for Occupational Medicine, Medical School, University of Pécs, Pécs, Hungary
| | - Gergely Feher
- Centre for Occupational Medicine, Medical School, University of Pécs, Pécs, Hungary
- Department of Primary Health Care, Medical School, University of Pécs, Pécs, Hungary
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Wang LJZ, Lan Y, Liu SJ, Yan WS. Impact of the COVID-19 and psychological risk factors on non-suicidal self-injury behavior among high school students: a one-year follow-up study. BMC Psychiatry 2023; 23:512. [PMID: 37452290 PMCID: PMC10349405 DOI: 10.1186/s12888-023-05021-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Accepted: 07/12/2023] [Indexed: 07/18/2023] Open
Abstract
OBJECTIVES Non-suicidal self-injury (NSSI) behavior is a severe public health issue in adolescents. This study investigated the possible impact of the coronavirus disease 2019 (COVID-19) and analyzed psychological risk factors on adolescent NSSI. METHODS A one-year follow-up study was conducted in September 2019 (Time 1) and September 2020 (Time 2) among 3588 high school students. The completed follow-up participants (N = 2527) were classified into no NSSI (negative at both time points), emerging NSSI (negative at Time 1 but positive at Time 2), and sustained NSSI (positive at both time points) subgroups according to their NSSI behaviors before and during the COVID-19 pandemic. Perceived family functioning, perceived school climate, negative life events, personality traits (neuroticism, impulsivity, and self-control) were assessed using self-report scales. RESULTS The data indicated an increase (10.3%) in the incidence of NSSI. Compared to no NSSI subjects, the emerging NSSI and sustained NSSI subgroups had lower perceived family functioning, higher neuroticism, higher impulse-system but lower self-control scores, and more negative life events. Logistic regressions revealed that after controlling for demographics, neuroticism and impulse-system levels at Time 1 positively predicted emerging NSSI behavior, and similarly, higher neuroticism and impulsivity and lower self-control at Time 1 predicted sustained NSSI behavior. CONCLUSIONS These findings highlighted the aggravated impact of the COVID-19 on NSSI, and suggested that individual neuroticism, impulsivity, and self-control traits might be crucial for the development of NSSI behavior among adolescent students.
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Affiliation(s)
- Lu-Jiao-Zi Wang
- Department of Psychology, School of Medical Humanitarians, Guizhou Medical University, 9 Beijing Road, Yunyan District, Guiyang, 550004, China
| | - Yan Lan
- Department of Psychology, School of Medical Humanitarians, Guizhou Medical University, 9 Beijing Road, Yunyan District, Guiyang, 550004, China
| | - Su-Jiao Liu
- Department of Psychology, School of Medical Humanitarians, Guizhou Medical University, 9 Beijing Road, Yunyan District, Guiyang, 550004, China
| | - Wan-Sen Yan
- Department of Psychology, School of Medical Humanitarians, Guizhou Medical University, 9 Beijing Road, Yunyan District, Guiyang, 550004, China.
- Guizhou Research Institute for Health Development, Guizhou Medical University, Guiyang, China.
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Luo H, Gong X, Chen X, Hu J, Wang X, Sun Y, Li J, Lv S, Zhang X. Exploring the links between alexithymia and cognitive emotion regulation strategies in internet addiction: A network analysis model. Front Psychol 2022; 13:938116. [PMID: 35978791 PMCID: PMC9376254 DOI: 10.3389/fpsyg.2022.938116] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2022] [Accepted: 07/14/2022] [Indexed: 12/24/2022] Open
Abstract
Alexithymia and emotion regulation are closely related to internet addiction. However, no research has examined how the different components of alexithymia are associated with cognitive emotion regulation in the context of multi-strategy use in internet addiction. The current study aimed to investigate the relation between alexithymia and cognitive emotion regulation in individuals with internet addiction via network analysis. Participants included 560 students with Young’s Internet Addiction Test scores greater than 50 points; they were also asked to complete the Toronto Alexithymia Scale (TAS-20) and the Cognitive Emotion Regulation Questionnaire (CERQ). The results revealed two bridge nodes emerging within the combined alexithymia and cognitive emotion regulation network model: “catastrophizing” and “externally oriented thoughts.” These findings indicate a more specific relation between alexithymia and cognitive emotion regulation and provide empirical evidence for targeted prevention and targeted interventions for internet addiction.
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Affiliation(s)
- Hongge Luo
- School of Public Health, North China University of Science and Technology, Tangshan, China
- College of Psychology, North China University of Science and Technology, Tangshan, China
| | - Xun Gong
- College of Psychology, North China University of Science and Technology, Tangshan, China
| | - Xiaomei Chen
- The Department of Marxist Teaching, North China University of Science and Technology, Tangshan, China
| | - Jianing Hu
- College of Psychology, North China University of Science and Technology, Tangshan, China
| | - Xiaoyi Wang
- College of Psychology, North China University of Science and Technology, Tangshan, China
| | - Yekun Sun
- College of Psychology, North China University of Science and Technology, Tangshan, China
| | - Jiating Li
- College of Psychology, North China University of Science and Technology, Tangshan, China
| | - Shaobo Lv
- College of Psychology, North China University of Science and Technology, Tangshan, China
| | - Xiujun Zhang
- School of Public Health, North China University of Science and Technology, Tangshan, China
- *Correspondence: Xiujun Zhang,
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Zhang S, Su W, Han X, Potenza MN. Rich Get Richer: Extraversion Statistically Predicts Reduced Internet Addiction through Less Online Anonymity Preference and Extraversion Compensation. Behav Sci (Basel) 2022; 12:bs12060193. [PMID: 35735403 PMCID: PMC9219687 DOI: 10.3390/bs12060193] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2022] [Revised: 06/12/2022] [Accepted: 06/14/2022] [Indexed: 02/06/2023] Open
Abstract
Internet addiction may arise from multiple factors and personality tendencies have been previously implicated. Prior studies have found that extraversion may be a protective factor mitigating against internet addiction, yielding a "rich-get-richer" effect. However, few studies have explored how extraversion may influence internet addiction from the perspective of online-offline integration. Drawing on a sample of 428 college students, the current study examined a serial mediation model exploring the underlying mechanisms of how extraversion may statistically predict internet addiction through online-offline integration and antecedent factors. The serial mediation model analyses indicated that extraverted internet users exhibited a weaker preference for online anonymity and less online extraversion compensation, thus formulating a higher level of online-offline integration than introverted individuals, which, in turn, appeared to reduce the risk of internet addiction. In contrast, with regard to specific components of online-offline integration, introverted internet users preferred online anonymity, which reduced their relationship integration and increased their likelihood of internet addiction; similarly, the introverted individuals were also more likely to exhibit an extraversion compensation effect. That is, they were more extraverted on the internet than in general; hence, they had a lower level of self-identity integration, resulting in a greater likelihood of experiencing internet addiction. These results highlight the importance of online-offline integration that may account for personality variations in social and psychological outcomes related to internet use, and suggest a role for online anonymity preference and extraversion compensation in influencing specific components of integration.
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Affiliation(s)
- Shaozhen Zhang
- Department of Applied Psychology, School of Humanities and Social Sciences, Fuzhou University, Fuzhou 350108, China; (S.Z.); (X.H.)
| | - Wenliang Su
- Department of Applied Psychology, School of Humanities and Social Sciences, Fuzhou University, Fuzhou 350108, China; (S.Z.); (X.H.)
- Correspondence:
| | - Xiaoli Han
- Department of Applied Psychology, School of Humanities and Social Sciences, Fuzhou University, Fuzhou 350108, China; (S.Z.); (X.H.)
| | - Marc N. Potenza
- Department of Psychiatry, Child Study Center, Department of Neuroscience, Yale University School of Medicine, New Haven, CT 06510, USA;
- Connecticut Mental Health Center, New Haven, CT 06519, USA
- Connecticut Council on Problem Gambling, Wethersfield, CT 06109, USA
- Wu Tsai Institute, Yale University, New Haven, CT 06520, USA
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Khosravi M, Khosrobaki M, Foroutan A. Personality traits and college students' internet addiction: The mediating roles of general health and self-esteem. Scand J Psychol 2022; 63:689-697. [PMID: 35703171 DOI: 10.1111/sjop.12848] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Revised: 04/03/2022] [Accepted: 05/29/2022] [Indexed: 11/29/2022]
Abstract
This research aimed to explore the gender-related differences in Internet addiction levels, the associated factors behind Internet addiction, and the mediating roles of general health and self-esteem in the relationship between personality traits and Internet addiction among college students. A total of 318 college students in Iran participating in this study completed sociodemographic information form and self-report measures of Internet addiction, personality traits, general health, and self-esteem. The results showed higher frequencies of low and moderate-severe levels of addiction among female and male students, respectively. Further, younger age, male gender, singleness, high scores on neuroticism, poor general health, and low self-esteem might be linked to Internet addiction. The overall hypothesis that general health and self-esteem mediated the effect of neuroticism on Internet addiction was also supported. Our findings highlighted the necessity of evaluating general health and self-esteem among Internet-addicted students. Further, these variables can be targeted by psychiatrists and psychologists for effective cognitive-behavioral therapy among Internet-addicted students.
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Affiliation(s)
- Mohsen Khosravi
- Department of Psychiatry and Clinical Psychology, Zahedan University of Medical Sciences, Zahedan, Iran
| | - Masumeh Khosrobaki
- Educational Psychologist, State Office of Education in Kerman, Kerman, Iran
| | - Aida Foroutan
- General Practitioner, Zahedan University of Medical Sciences, Zahedan, Iran
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