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Ruihan C, Zhitong Z, Zhiyan C, Hongge L. Similarities and differences in core symptoms of problematic smartphone use among Chinese students enrolled in grades 4 to 9: A large national cross-sectional study. Addict Behav 2025; 160:108164. [PMID: 39277922 DOI: 10.1016/j.addbeh.2024.108164] [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: 05/27/2024] [Revised: 08/28/2024] [Accepted: 09/09/2024] [Indexed: 09/17/2024]
Abstract
Children and adolescents are highly susceptible to problematic smartphone usage. We employed network analysis to explore the similarities and differences in the core symptoms of problematic smartphone use across grades 4-9, using a large nationwide sample. This study included 8552 children and adolescents (Mage = 12.98, SD=1.51) who met the critical value for problematic smartphone use. The results showed that the core symptoms of problematic smartphone use exhibit both similarities and differences between grades 4 and 9. 'Withdrawal symptoms' and 'preoccupation symptoms' were the stable core symptoms of problematic smartphone use across grades 4 to 9, suggesting that problematic smartphone use begin to appear from earlier grades, such as grade 4. 'Feel impatient and fretful', 'never give up' and 'always thinking about' were the core symptoms in grades 4 and 5. 'Longer than I had intended' and 'hard to concentrate' emerged as additional core symptoms in grade 6, with the intensity indicators peaking in grades 8 and 9, suggesting that the issue of problematic smartphone use among Chinese children and adolescents has become intensified and intricate. Symptoms of problematic smartphone use vary across grades and exhibit both continuity and stage specificity. Consequently, to address this issue, the formulation of intervention measures should comprehensively consider both the grade levels and symptoms.
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Affiliation(s)
- Cai Ruihan
- School of Psychology and Mental Health, North China University of Science and Technology, Tangshan 063000, China
| | - Zhou Zhitong
- School of Psychology and Mental Health, North China University of Science and Technology, Tangshan 063000, China
| | - Chen Zhiyan
- CAS Key Laboratory of Mental Health, Institute of Psychology, Chinese Academy of Sciences, Beijing 100101, China.
| | - Luo Hongge
- School of Psychology and Mental Health, North China University of Science and Technology, Tangshan 063000, China.
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Lu X, An X, Chen S. Trends and Influencing Factors in Problematic Smartphone Use Prevalence (2012-2022): A Systematic Review and Meta-Analysis. CYBERPSYCHOLOGY, BEHAVIOR AND SOCIAL NETWORKING 2024; 27:616-634. [PMID: 38979617 DOI: 10.1089/cyber.2023.0548] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/10/2024]
Abstract
Given that problematic smartphone use (PSU) has been researched for a long time, it becomes necessary to assess how the trends of PSU prevalence have evolved over time. In total, 106 articles from 2012 to 2022 with 109 studies covering 97,748 individuals were included in this systematic review and meta-analysis. The estimation of the global pooled PSU prevalence was 37.1% (95% confidence interval, 33.5 - 40.8%) and the PSU prevalence is growing over time in total. Although the PSU prevalence exhibited wide variation between regions and measurement scales, the increasing trend remained. In addition, the regression slope of the PSU prevalence trend in males was higher than that in females. Males initially had a lower prevalence of PSU than females, but this steadily changed over time until it was greater in males than in females. Moreover, the prevalence of PSU showed an increasing trend across all age groups, with a faster growth rate in the older age group. Considering the aforementioned results, it's necessary to implement proper interventions to do with this phenomenon. In addition, considering the differences in prevalence brought by regions, and measurement scales, in practice and research, we should not only take into account the disparities of PSU between countries or cultures, but also to concern about establishing unified standard and measurement tools to confirm it.
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Affiliation(s)
- Xiaoshan Lu
- Department of Psychology, School of Educational Science, Yangzhou University, Yangzhou, China
| | - Xianli An
- Department of Psychology, School of Educational Science, Yangzhou University, Yangzhou, China
| | - Siguang Chen
- Department of Psychology, School of Educational Science, Yangzhou University, Yangzhou, China
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de Freitas BHBM, Gaíva MAM, Diogo PM, Bortolini J. Factors related to self-reported smartphone addiction among Brazilian adolescents in the face of the COVID-19 pandemic: A mixed-method study. JOURNAL OF CHILD AND ADOLESCENT PSYCHIATRIC NURSING 2023; 36:124-133. [PMID: 36371611 PMCID: PMC9877641 DOI: 10.1111/jcap.12401] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2021] [Revised: 10/25/2022] [Accepted: 10/30/2022] [Indexed: 11/15/2022]
Abstract
PROBLEM (1) To identify the factors associated with self-reported smartphone addiction (SRSA) among adolescents in the face of the COVID-19 pandemic; and (2) to analyze the adolescents' perception of these factors related to SRSA. METHODS A mixed-method study with a sequential explanatory design, carried out with Brazilian adolescents aged between 15 and 18 years old. FINDINGS The prevalence of SRSA was 56.37%, and the variables that remained in the final model of association were as follows: public schools; longer smartphone use during the COVID-19 pandemic; number of hours connected to the smartphone; preference for sleeping during the day; use of the device immediately after waking up, smartphone use after 9 p.m., amount of sleep less than 8 h a day; and smartphone use during meals. Sequentially, after analyzing the data obtained in the focus groups, it was possible to describe how adolescents perceive the intensification of smartphone uses, its repercussions, and activities carried out on it during the pandemic. CONCLUSIONS The pandemic had repercussions on the behavior established with the smartphone, such as time and period of use, being associated with the SRSA. In addition, it was found that such conditions also affect the adolescents' sleep quality, diet, and studies.
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Affiliation(s)
| | | | - Paula M. J. Diogo
- Department of Child and Youth NursingLisbon College of NursingLisboaPortugal
| | - Juliano Bortolini
- Department of StatisticsFederal University of Mato GrossoCuiabáMato GrossoBrazil
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Psychometric properties of the Smartphone Addiction Inventory - Short Form (SPAI-SF) in Brazilian adolescents. Psychiatry Res 2023; 319:115001. [PMID: 36528960 DOI: 10.1016/j.psychres.2022.115001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Revised: 11/29/2022] [Accepted: 12/04/2022] [Indexed: 12/12/2022]
Abstract
The Smartphone Addiction Inventory - Short Form (SPAI-SF) is shorter version (10 items) of the original version of SPAI (26 items). In this study, we aimed to: (i) adapt and test the internal structure of the SPAI-SF, using confirmatory factor analysis (CFA), multigroup confirmatory factor analysis (MGCFA), and network analysis; (ii) analyze the internal consistency, temporal stability, criterion, predictive and construct validities of the SPAI-SF. A total of 392 adolescents (M = 12.76; SD = 1.00) completed the following measures: demographic questionnaire, SPAI-SF, Smartphone Addiction Scale - Short Version (SAS-SV), and the Internet Addiction Test (IAT). The CFA showed good fit indices with the original four factors, and MGCFA indicated measurement invariance for gender. Network analysis provided an understanding of the core symptoms of problematic smartphone use (PSU) for both boys and girls. The intraclass correlation coefficient (ICC) was 0.865 (95% CI: 0.841 - 0.887) and indicated a robust temporal stability. The instrument demonstrated acceptable overall reliability measured by Cronbach's alpha and McDonald's Omega criteria (α = 0.722; ω = 0.725) and did not show floor and ceiling effects. The scale's significant correlations demonstrated convergent and criterion validities of the SPAI-SF with SAS-SV, IAT, and Smartphone usage data. The SPAI-SF is a reliable instrument to detect PSU in adolescents.
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Freitas BHBMD, Gaíva MAM, Diogo PMJ, Bortolini J. Relationship between Lifestyle and Self-Reported Smartphone Addiction in adolescents in the COVID-19 pandemic: A mixed-methods study. J Pediatr Nurs 2022; 65:82-90. [PMID: 35331609 PMCID: PMC8936953 DOI: 10.1016/j.pedn.2022.03.001] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/19/2022] [Revised: 02/08/2022] [Accepted: 03/02/2022] [Indexed: 12/31/2022]
Abstract
OBJECTIVES 1) To verify the association between Lifestyle and Self-Reported Smartphone Addiction in adolescents; and 2) to analyze the adolescents' perception of this relationship in the context of the COVID-19 pandemic. METHOD A mixed-methods research study with a sequential and explanatory design, developed with Brazilian adolescents aged between 15 and 18 years old. In the first phase, a quantitative, observational and cross-sectional study was carried out with 479 participants and, in the second, a qualitative approach of an exploratory and descriptive nature, with 16 participants. RESULTS An association was verified between Lifestyle and Self-Reported Smartphone Addiction by adolescents (p < 0.01), with a large size effect (d=0.98). All the domains related to lifestyle were associated with Self-Reported Smartphone Addiction, with greater effects evidenced in the following aspects: high effect for sleep, seat belt, stress and safe sex (d=0.85); and moderate effect for insight (d=0.74) and career (d=0.71). Subsequently, the qualitative analysis resulted in a category that describes how the adolescents understand this relationship in the face of the COVID-19 pandemic. CONCLUSION More problematic lifestyles were evidenced among the adolescents classified as dependent. In addition to that, it was understood that the COVID-19 pandemic exerted a considerable impact on the lifestyle and behavior established by the adolescents with their smartphones. IMPLICATIONS FOR THE PRACTICE Nurses and other health professionals are essential in the promotion of healthy lifestyles and adaptive behavior in smartphone use, especially in the face of this pandemic scenario and, thus, mitigating the harms to the adolescents' health.
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Self-Reported Smartphone Addiction Among Brazilian Adolescents in the COVID-19 Pandemic Context: a Mixed-Method Study. TRENDS IN PSYCHOLOGY 2022. [PMCID: PMC9244022 DOI: 10.1007/s43076-022-00208-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/11/2023]
Abstract
This study intended to (1) estimate the prevalence of Self-Reported Smartphone Addiction among adolescents and (2) know the adolescents’ perspective on smartphone addiction in the COVID-19 pandemic context. The research is a sequential explanatory mixed-method study conducted with adolescents aged from 15 to 18 years old. In the first phase, a cross-sectional study was carried out with 479 adolescents and, in the second, an exploratory research with a qualitative approach was conducted with 16 participants, who were in the Focus Groups sessions. The estimated prevalence of self-reported smartphone addiction was 56.37%. The most prevalent symptoms were those related to the tolerance. Sequentially, from the qualitative analysis, two categories were identified that reveal how adolescents perceive smartphone addiction in the COVID-19 pandemic context, as well as how they unveil the elements that characterize this addiction. It can be concluded that most adolescents were classified as smartphone addicted and this is admitted by most of them during the sessions. The addictive relationship established with the device was intensified by the consequences of the pandemic. Thus, health professionals must implement actions aimed at an adaptive behavior towards smartphones and that promote mental health in adolescence.
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Andrade ALM, Di Girolamo Martins G, Scatena A, Lopes FM, de Oliveira WA, Kim HS, De Micheli D. The Effect of Psychosocial Interventions for Reducing Co-occurring Symptoms of Depression and Anxiety in Individuals with Problematic Internet Use: A Systematic Review and Meta-analysis. Int J Ment Health Addict 2022; 21:1-22. [PMID: 35677712 PMCID: PMC9164571 DOI: 10.1007/s11469-022-00846-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 05/25/2022] [Indexed: 11/30/2022] Open
Abstract
The objective of this study is to conduct a systematic review and meta-analysis to assess the effect of psychosocial interventions in reducing problematic Internet use (PIU), anxiety, and depression symptoms in a sample of people. This review was registered on the PROSPERO database (CRD42020181912) and a total of 15 studies were included. Analyses of the effect of the interventions were conducted based on the standardized mean difference of the studied outcomes (PIU, anxiety, and depression). Most studies reported a positive effect of psychosocial interventions on reducing symptoms of PIU, depression, and anxiety among people with PIU. However, only one detected a robust effect in reducing symptoms of anxiety. For depression, this effect was more modest, and there was no difference between the different modalities of psychosocial interventions. The results suggest that psychosocial interventions are effective in reducing both symptoms of PIU and co-occurring symptoms of depression and anxiety in individuals with PIU. Supplementary Information The online version contains supplementary material available at 10.1007/s11469-022-00846-6.
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Affiliation(s)
- André Luiz Monezi Andrade
- Center of Life Sciences, Pontifical Catholic University of Campinas, John Boyd Dunlop st, S/N - Jardim Ipajussara, Campinas, SP 13034-685 Brazil
| | - Gabriella Di Girolamo Martins
- Center of Life Sciences, Pontifical Catholic University of Campinas, John Boyd Dunlop st, S/N - Jardim Ipajussara, Campinas, SP 13034-685 Brazil
| | - Adriana Scatena
- Department of Psychobiology, Universidade Federal de São Paulo, Napoleão de Barros st, 1038, Vila Clementino, São Paulo, 04024-003 Brazil
| | - Fernanda Machado Lopes
- Department of Psychology, Universidade Federal de Santa Catarina, Campus Universitário, Trindade, , Florianópolis, SC 88.040-970 Brazil
| | - Wanderlei Abadio de Oliveira
- Departament of Psychology, Pontifical Catholic University of Campinas, John Boyd Dunlop st, S/N - Jardim Ipajussara, Campinas, SP 13034-685 Brazil
| | - Hyoun S. Kim
- Department of Psychology, Ryerson University, 350 Victoria Street, Toronto, ON M5B 2K3 Canada
| | - Denise De Micheli
- Departament of Psychobiology, Universidade Federal de São Paulo, Rua Napoleão de Barros, 1038, Vila Clementino, SP 04024-003 Brazil
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Gao L, Zhao W, Chu X, Chen H, Li W. A Network Analysis of the Relationships Between Behavioral Inhibition/Activation Systems and Problematic Mobile Phone Use. Front Psychiatry 2022; 13:832933. [PMID: 35432049 PMCID: PMC9011098 DOI: 10.3389/fpsyt.2022.832933] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Accepted: 02/23/2022] [Indexed: 11/15/2022] Open
Abstract
Background It is of great concern to society that individuals can be vulnerable to problematic mobile phone use (PMPU). However, there are a few studies in the field evaluating associations between behavioral inhibition/activation systems (BIS/BAS) and PMPU, and the results have been inconsistent. This study aimed to explore the relationships between BIS/BAS and PMPU by network analysis. Methods A total of 891 young adults participated in the study. BIS/BAS and PMPU were assessed by using the behavioral inhibition and activation systems scale and smartphone application-based addiction scale, respectively. The structure of the BIS/BAS-PMPU network was characterized using "strength," "closeness" and "betweenness" as centrality indices. Edge-weight accuracy and centrality stability were tested using a bootstrap procedure. Results The network analysis showed that "mood modification," "tolerance" and "withdrawal symptoms" had high centrality. In addition, the positive connection between BIS and "mood modification" or "tolerance" and between BAS-fun seeking and "mood modification" or "conflict" were also shown in the BIS/BAS-PMPU network. Conclusion These findings shed light on the central and bridge components between the BIS/BAS and PMPU communities, providing new evidence relevant to potential mechanisms that account for how high-BIS or high-BAS individuals develop PMPU, and inspiring component-based PMPU prevention or interventions.
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Affiliation(s)
- Lingfeng Gao
- Institute of Psychological and Brain Sciences, Zhejiang Normal University, Jinhua, China
- School of Psychology, Central China Normal University, Wuhan, China
| | - Wan Zhao
- Institute of Psychological and Brain Sciences, Zhejiang Normal University, Jinhua, China
| | - Xiaowei Chu
- Institute of Psychological and Brain Sciences, Zhejiang Normal University, Jinhua, China
| | - Haide Chen
- Institute of Psychological and Brain Sciences, Zhejiang Normal University, Jinhua, China
| | - Weijian Li
- Institute of Psychological and Brain Sciences, Zhejiang Normal University, Jinhua, China
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Spritzer DT, Andrade ALM, Xavier AZ, da Silva GT, Kim HS, Kaliszewska-Czeremska K, Laconi S, Igarashi T, Passos IC, Hauck S. The Self-perception of Text message Dependence Scale (STDS): A Brazilian-Portuguese validation and expansion of its psychometric properties. CURRENT PSYCHOLOGY 2022; 42:1-12. [PMID: 35291222 PMCID: PMC8914152 DOI: 10.1007/s12144-022-02957-8] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 02/25/2022] [Indexed: 12/12/2022]
Abstract
Text messaging is the primary form of technology-mediated interpersonal contact and the most carried out activity on cell phones. Despite its advantages, text messaging is not exempt from risks. The present paper aimed to validate and expand the psychometric properties of the Self-perception of Text-message Dependency Scale (STDS) in a Brazilian sample of adult internet users. In this cross-sectional study, we recruited a convenience sample of Brazilian internet users aged 18 and over. A total of 1,642 (M age = 38.6, SD = 13.5; 73% female) participants completed the STDS, the Mobile Phone Problem Usage Scale-27 (MPPUS), and the Problematic Internet Use Questionnaire - Short form - 9 questionnaires (PIUQ-SF-9). Multigroup confirmatory factor analysis showed measurement invariance for gender and age. Internal consistency was high when accessed by both McDonalds' Omega and Cronbach's alpha. Network Analysis provided insights into the core symptoms of problematic text messaging. Convergent validity of the STDS was demonstrated by the subscale's correlation with MPPUS and PIUQ-SF-9. Due to its expanded psychometric properties and brevity, the STDS can be used in more comprehensive investigations about other excessive technology-related behaviors, such as problematic smartphone and internet use, allowing a better understanding of the mechanisms involved in problematic technology use. Supplementary Information The online version contains supplementary material available at 10.1007/s12144-022-02957-8.
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Affiliation(s)
- Daniel Tornaim Spritzer
- Graduate Program in Psychiatry and Behavioral Sciences, Universidade Federal Do Rio Grande Do Sul, R. Ramiro Barcelos, 2400 - 2º andar, Porto Alegre, Rio Grande Do Sul Zipcode: 90035-003 Brazil
| | - André Luiz Monezi Andrade
- Center of Life Science, Pontifical Catholic University of Campinas, Av. John Boyd Dunlop, S/N - Jardim Ipajussara, Campinas, SP Zipcode: 13034-685 Brazil
| | - Aurora Zamora Xavier
- Graduate Program in Psychiatry and Behavioral Sciences, Universidade Federal Do Rio Grande Do Sul, R. Ramiro Barcelos, 2400 - 2º andar, Porto Alegre, Rio Grande Do Sul Zipcode: 90035-003 Brazil
| | - Gabriel Teixeira da Silva
- Center of Life Science, Pontifical Catholic University of Campinas, Av. John Boyd Dunlop, S/N - Jardim Ipajussara, Campinas, SP Zipcode: 13034-685 Brazil
| | - Hyoun S. Kim
- Department of Psychology, University of Calgary, Ottawa, ON Canada
| | | | - Stéphany Laconi
- Centre d’Études Et de Recherche en Psychopathologie Et Psychologie de La Santé, Université Toulouse Jean Jaurès, 5, allées Antonio-Machado, 31058 Toulouse Cedex 9, France
| | - Tasuku Igarashi
- Graduate School of Education and Human Development, Nagoya University, Furo-cho, Chikusa-ku, Nagoya, 464-8601 Japan
| | - Ives Cavalcante Passos
- Graduate Program in Psychiatry and Behavioral Sciences, Universidade Federal Do Rio Grande Do Sul, R. Ramiro Barcelos, 2400 - 2º andar, Porto Alegre, Rio Grande Do Sul Zipcode: 90035-003 Brazil
- Laboratory of Molecular Psychiatry, Centro de Pesquisa Experimental (CPE) and Centro de Pesquisa Clínica (CPC), Hospital de Clínicas de Porto Alegre, Rua Ramiro Barcelos, 2350, Rio Grande do Sul Zipcode: 90035-903 Porto Alegre, Brazil
| | - Simone Hauck
- Graduate Program in Psychiatry and Behavioral Sciences, Universidade Federal Do Rio Grande Do Sul, R. Ramiro Barcelos, 2400 - 2º andar, Porto Alegre, Rio Grande Do Sul Zipcode: 90035-003 Brazil
- Psychodynamic Psychiatry Research Laboratory, Hospital de Clínicas de Porto Alegre, Rua Ramiro Barcelos, 2350, Porto Alegre, Rio Grande do Sul Zipcode: 90035-903 Brazil
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Internet Addiction: The Role of Parental Care and Mental Health in Adolescence. INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH 2021; 18:ijerph182412876. [PMID: 34948485 PMCID: PMC8700934 DOI: 10.3390/ijerph182412876] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/01/2021] [Revised: 12/02/2021] [Accepted: 12/03/2021] [Indexed: 12/03/2022]
Abstract
Internet addiction in adolescence is a social issue which is being increasingly discussed worldwide. Hence, deepening the knowledge of its development is necessary to prevent short- and long-term negative outcomes. This study involving 266 adolescents (mean age = 16.1 years, SD = 1.4) aimed at analyzing the relationship between quality of parental care, Internet addiction and adolescents’ mental health, by means of the following self-report tools: the Parental Bonding Instrument, the Internet Addiction Test, and the Strengths and Difficulties Questionnaire. The findings, collected through structural equation model analyses, showed that perceived care from both father and mother had significant indirect effects on Internet addiction problems through adolescents’ mental health problems. Furthermore, Internet addiction problems were demonstrated to be negatively associated with maternal care but not with paternal care. The study provides empirical support to the need of family-based prevention and intervention programs to take care of Internet addiction.
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Persian Version of the Smartphone Addiction Inventory (SPAI-PV): Psychometric Evidence of Validity and Reliability. Int J Ment Health Addict 2021. [DOI: 10.1007/s11469-021-00666-0] [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: 10/20/2022] Open
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