The longitudinal association between anxiety and Internet addiction in adolescence: The moderating effect of classroom extraversion

Background and aims The risk effect of anxiety on addictive behaviors, including Internet addiction (IA), has repeatedly been highlighted in the international literature. However, there is a lack of longitudinal studies examining this association in relation to proximal context effects, particularly in adolescence. Such findings would shed light on potential age- and proximal context-related variations in the anxiety–IA association that could better inform IA prevention and intervention initiatives. Methods In this study, 648 adolescents, embedded in 34 classrooms, were assessed at the age of 16 and again at the age of 18 to examine the effect of anxiety on IA behaviors in relation to the average level of classroom extraversion. IA was assessed with the Internet Addiction Test (Young, 1998), anxiety with the relevant subscale of the Symptom Checklist 90 – Revised (Derogatis & Savitz, 1999) and classroom extraversion with the synonymous subscale of the Five Factor Questionnaire (Asendorpf & van Aken, 2003). A three-level hierarchical linear model was calculated. Results The present findings demonstrated that: (a) higher levels of anxiety were significantly associated with higher IA behaviors, (b) the strength of this association did not vary over time (between 16 and 18 years old), and (c) however, it tended to weaken within classrooms higher in extraversion. Discussion This study indicated that the contribution of individual IA risk factors might differently unfold within different contexts.

[1]  Kimberly Young,et al.  Internet Addiction: The Emergence of a New Clinical Disorder , 1998, Cyberpsychology Behav. Soc. Netw..

[2]  E. Anderson,et al.  Internet use and Problematic Internet Use: a systematic review of longitudinal research trends in adolescence and emergent adulthood , 2017 .

[3]  P. Strevens Iii , 1985 .

[4]  B. Jakobsen KÆRLIGHEDSLIVETS PSYKOLOGI I EKSISTENTIEL BELYSNING , 2005, Psyke & Logos.

[5]  Armidale,et al.  Adolescents’ Compulsive Internet Use and Depression: A Longitudinal Study , 2014 .

[6]  John Birtchnell,et al.  The impact of early parenting bonding on young adults' internet addiction, through the mediation effects of negative relating to others and sadness. , 2014, Addictive behaviors.

[7]  P. Valkenburg,et al.  Online communication among adolescents: an integrated model of its attraction, opportunities, and risks. , 2011, The Journal of adolescent health : official publication of the Society for Adolescent Medicine.

[8]  E. Walker,et al.  Diagnostic and Statistical Manual of Mental Disorders , 2013 .

[9]  Mark D. Griffiths,et al.  Computer game playing and social skills: a pilot study , 2010 .

[10]  D. Gentile,et al.  Pathological Video Game Use Among Youths: A Two-Year Longitudinal Study , 2011, Pediatrics.

[11]  A. V. van Rooij,et al.  Online video game addiction: identification of addicted adolescent gamers. , 2010, Addiction.

[12]  Martial Van der Linden,et al.  Why do you play World of Warcraft? An in-depth exploration of self-reported motivations to play online and in-game behaviours in the virtual world of Azeroth , 2013, Comput. Hum. Behav..

[13]  R. Engels,et al.  Online communication, compulsive Internet use, and psychosocial well-being among adolescents: a longitudinal study. , 2008, Developmental psychology.

[14]  C. Midgley,et al.  Development during adolescence. The impact of stage-environment fit on young adolescents' experiences in schools and in families. , 1993, The American psychologist.

[15]  Mark D Griffiths,et al.  MMORPG gaming and hostility predict Internet Addiction symptoms in adolescents: An empirical multilevel longitudinal study. , 2017, Addictive behaviors.

[16]  Jens B. Asendorpf,et al.  Validity of Big Five personality judgments in childhood: a 9 year longitudinal study , 2003 .

[17]  Frosso Motti-Stefanidi,et al.  The adaptation and well-being of adolescent immigrants in Greek schools: A multilevel, longitudinal study of risks and resources , 2012, Development and Psychopathology.

[18]  L. Steinberg,et al.  CURRENT DIRECTIONS IN PSYCHOLOGICAL SCIENCE Risk Taking in Adolescence New Perspectives From Brain and Behavioral Science , 2022 .

[19]  Jane Kroger,et al.  Identity Development: Adolescence Through Adulthood , 1999 .

[20]  Robert L. Leahy,et al.  The Use of Psychological Testing for Treatment Planning and Outcome Assessment , 2000, Journal of Cognitive Psychotherapy.

[21]  Riia Palmqvist,et al.  A Moving Target: Reasons Given by Adolescents for Alcohol and Narcotics Use, 1984 and 1999 , 2003 .

[22]  Jie Tian,et al.  Microstructure Abnormalities in Adolescents with Internet Addiction Disorder , 2011, PloS one.

[23]  Robert E. Kraut,et al.  Internet paradox. A social technology that reduces social involvement and psychological well-being? , 1998, The American psychologist.

[24]  J. D. De Leo,et al.  Problematic Internet use and other risky behaviors in college students: an application of problem-behavior theory. , 2013, Psychology of addictive behaviors : journal of the Society of Psychologists in Addictive Behaviors.

[25]  A. Ryan,et al.  The Classroom Social Environment and Changes in Adolescents’ Motivation and Engagement During Middle School , 2001 .

[26]  M. Griffiths The biopsychosocial approach to addiction , 2005, Psyke & Logos.

[27]  Q. Lu,et al.  Precursor or Sequela: Pathological Disorders in People with Internet Addiction Disorder , 2011, PloS one.

[28]  Dike van de Mheen,et al.  Compulsive Internet use: the role of online gaming and other internet applications. , 2010, The Journal of adolescent health : official publication of the Society for Adolescent Medicine.

[29]  Vasilis Stavropoulos,et al.  Flow and Telepresence contributing to Internet Abuse: Differences according to Gender and Age , 2013, Comput. Hum. Behav..

[30]  D. Gentile,et al.  A multilevel longitudinal study of adolescent Internet addiction: The role of obsessive–compulsive symptoms and classroom openness to experience , 2016 .

[31]  P Bech,et al.  The SCL‐90 and SCL‐90R versions validated by item response models in a Danish community sample , 2004, Acta psychiatrica Scandinavica.

[32]  Daniel L. King,et al.  Toward a consensus definition of pathological video-gaming: a systematic review of psychometric assessment tools. , 2013, Clinical psychology review.

[33]  Fulton Crews,et al.  Adolescent cortical development: A critical period of vulnerability for addiction , 2007, Pharmacology Biochemistry and Behavior.

[34]  Daniel S Pine,et al.  Anxiety and anxiety disorders in children and adolescents: developmental issues and implications for DSM-V. , 2009, The Psychiatric clinics of North America.

[35]  Daniel L. King,et al.  Assessing Problematic Video Gaming Using the Theory of Planned Behavior: A Longitudinal Study of Dutch Young People , 2013, International Journal of Mental Health and Addiction.

[36]  Kimberly Young,et al.  The Relationship Between Depression and Internet Addiction , 1998, Cyberpsychology Behav. Soc. Netw..

[37]  Regina J. J. M. van den Eijnden,et al.  The Compulsive Internet Use Scale (CIUS): Some Psychometric Properties , 2009, Cyberpsychology Behav. Soc. Netw..

[38]  J. P. Forsyth,et al.  Anxiety sensitivity, controllability, and experiential avoidance and their relation to drug of choice and addiction severity in a residential sample of substance-abusing veterans. , 2003, Addictive behaviors.

[39]  R. Engels,et al.  Compulsive Internet Use Among Adolescents: Bidirectional Parent–Child Relationships , 2009, Journal of abnormal child psychology.

[40]  Daniel L. King,et al.  Trajectories of Problem Video Gaming Among Adult Regular Gamers: An 18-Month Longitudinal Study , 2013, Cyberpsychology Behav. Soc. Netw..

[41]  A. Akin Internet Addiction and Depression, Anxiety and Stress , 2011 .

[42]  Patricia Wallace Internet addiction disorder and youth , 2014, EMBO reports.

[43]  김지은,et al.  Adolescent Internet Addiction , 2012 .

[44]  Mikhail J. Atallah,et al.  Internet addiction: Meta-synthesis of qualitative research for the decade 1996-2006 , 2008, Comput. Hum. Behav..

[45]  Sriram Ramaswamy,et al.  Internet Gaming Addiction , 2004, Canadian journal of psychiatry. Revue canadienne de psychiatrie.

[46]  Manuel Gámez-Guadix,et al.  Longitudinal and reciprocal relations of cyberbullying with depression, substance use, and problematic internet use among adolescents. , 2013, The Journal of adolescent health : official publication of the Society for Adolescent Medicine.

[47]  R. Rosenthal,et al.  Gambling and the Onset of Comorbid Mental Disorders: A Longitudinal Study Evaluating Severity and Specific Symptoms , 2014, Journal of psychiatric practice.

[48]  F. Prins,et al.  The relation between learning styles, the Big Five personality traits and achievement motivation in higher education , 1998 .

[49]  V. Mittal,et al.  Internet addiction, reality substitution and longitudinal changes in psychotic‐like experiences in young adults , 2013, Early intervention in psychiatry.

[50]  Yuk Fai Cheong,et al.  HLM 6: Hierarchical Linear and Nonlinear Modeling , 2000 .

[51]  Y. Amichai-Hamburger,et al.  Loneliness and Internet use , 2003, Comput. Hum. Behav..

[52]  R. Cairns,et al.  Growth and aggression: I. Childhood to early adolescence. , 1989 .

[53]  T. Quandt,et al.  Problematic computer game use among adolescents, younger and older adults. , 2013, Addiction.

[54]  Marvin Powell,et al.  Twentyfive Years of Adolescent Problems , 1987 .

[55]  Murray R. Barrick,et al.  Relating member ability and personality to work-team processes and team effectiveness. , 1998 .

[56]  Keith F. Widaman,et al.  III. MISSING DATA: WHAT TO DO WITH OR WITHOUT THEM , 2006 .

[57]  M. Delsing,et al.  Different types of Internet use, depression, and social anxiety: the role of perceived friendship quality. , 2009, Journal of adolescence.

[58]  A. Freund,et al.  Graduating from high school: The role of gender-related attitudes, self-concept and goal clarity in a major transition in late adolescence , 2013 .

[59]  Tae Hyon Ha,et al.  Abnormal brain activation of adolescent internet addict in a ball-throwing animation task: Possible neural correlates of disembodiment revealed by fMRI , 2012, Progress in Neuro-Psychopharmacology and Biological Psychiatry.

[60]  Mark D. Griffiths,et al.  Gaming Addiction : The Role of Sensation Seeking , Self-Control , Neuroticism , Aggression , State Anxiety , and Trait Anxiety , 2010 .

[61]  A. Gerlach,et al.  Drinking motives in alcohol use disorder patients with and without social anxiety disorder , 2014, Anxiety, stress, and coping.

[62]  Gerhard Andersson,et al.  Psychological treatment of generalized anxiety disorder: a meta-analysis. , 2014, Clinical psychology review.

[63]  Mark D. Griffiths,et al.  A Longitudinal Study of Adolescent Internet Addiction , 2016 .

[64]  D. Kuss Psychology Research and Behavior Management Dovepress Internet Gaming Addiction: Current Perspectives , 2022 .

[65]  M. Griffiths,et al.  Internet Gaming Addiction: A Systematic Review of Empirical Research , 2012, International Journal of Mental Health and Addiction.

[66]  L. Derogatis,et al.  The SCL-90-R, Brief Symptom Inventory, and Matching Clinical Rating Scales. , 1999 .

[67]  Jing Luo,et al.  The effect of Internet use on adolescents' lifestyles: A national survey , 2012, Comput. Hum. Behav..

[68]  Lu Yu,et al.  Internet addiction in Hong Kong adolescents: a three-year longitudinal study. , 2013, Journal of pediatric and adolescent gynecology.

[69]  Z. Unoka,et al.  Bifactor structural model of symptom checklists: SCL-90-R and Brief Symptom Inventory (BSI) in a non-clinical community sample , 2014, Psychiatry Research.

[70]  Bennett E. Postlethwaite,et al.  Ready to rumble: how team personality composition and task conflict interact to improve performance. , 2013, The Journal of applied psychology.

[71]  Konstantinos Siomos,et al.  Internet Addiction among Greek Adolescent Students , 2008, Cyberpsychology Behav. Soc. Netw..

[72]  Kimberly Young,et al.  Cyber Disorders: The Mental Health Concern for the New Millennium , 1999, Cyberpsychology Behav. Soc. Netw..

[73]  Sehee Hong,et al.  A group-based modeling approach to estimating longitudinal trajectories of Korean adolescents’ on-line game time , 2014 .

[74]  Mark D. Griffiths,et al.  Assessment of Problematic Internet Use and Online Video Gaming , 2014 .