Associations of personality and clinical characteristics with excessive Internet and smartphone use in adolescents: a structural equation modeling approach
Abstract
Adolescent Internet addiction is an important social issue entailing extensive use of Internet and smartphones and its side effects. This study identified relevant psychological factors that affect excessive Internet use (EIU) and excessive smartphone use (ESU) in adolescents using structural equation modeling (SEM). A sample of 714 individuals drawn from lists of middle school students in South Korea completed self-administered questionnaires, including Young's Internet Addiction Test (Y-IAT), the Smartphone Addiction Scale (SAS), and various clinical and psychological scales measuring depression, anxiety, attention deficit/hyperactivity disorder (ADHD), aggression, expression of anger, and the behavioral inhibition system (BIS)/activation system (BAS). The final model, fitted using SEM, showed that both clinical characteristics, including ADHD symptoms, aggression, expression of anger, depression, and anxiety, and personality characteristics, represented by BIS/BAS, played important roles in the severity of EIU or ESU. In particular, affective components such as depression and anxiety were significantly associated with both EIU and ESU, whereas aggression, the expression of anger, and ADHD symptoms affected only EIU. Furthermore, the association between ESU and EIU was significant. Although personality characteristics measured by the BIS and BAS scores did not have direct effects on addiction, they were associated with clinical features and might be risk factors for addiction. The model revealed significant pathways from personality and clinical features to EIU and ESU in adolescents and informed our basic understanding of the meaningful predictors of these addictions and their direct and indirect influences.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Excessive smartphone use is associated with anxiety.
“Comorbidity with depression, anxiety, OCD, ADHD and alcohol use disorder.”
From Excessive Smartphone Use Is Associated With Health Problems in Adolescents and Young Adults (2021) · cites this paper as [54]
Excessive smartphone use is associated with depression.
“Comorbidity with depression, anxiety, OCD, ADHD and alcohol use disorder.”
From Excessive Smartphone Use Is Associated With Health Problems in Adolescents and Young Adults (2021) · cites this paper as [54]
Cites
Hu, L., & Bentler, P. M. (1999) · Structural Equation Modeling A Multidisciplinary Journal · doi:10.1080/10705519909540118 · Cited by 108,788 · see citing works
A new look at the statistical model identification
Akaike, H. (1974) · IEEE Transactions on Automatic Control · doi:10.1109/tac.1974.1100705 · Cited by 51,879 · see citing works
Principles and Practice of Structural Equation Modeling
Tabri, N., & Elliott, C. M. (2012) · Canadian Graduate Journal of Sociology and Criminology · doi:10.15353/cgjsc.v1i1.3787 · Cited by 39,065 · see citing works
(1998) · Cited by 36,049 · see citing works
Alternative Ways of Assessing Model Fit
Browne, M. W., & Cudeck, R. (1992) · Sociological Methods & Research · doi:10.1177/0049124192021002005 · Cited by 27,200 · see citing works
An inventory for measuring clinical anxiety: Psychometric properties.
Beck, A. T., Epstein, N., Brown, G., & Steer, R. A. (1988) · Journal of Consulting and Clinical Psychology · doi:10.1037/0022-006x.56.6.893 · Cited by 14,407 · see citing works
Testing Structural Equation Models.
Mueller, C. W., Bollen, K. A., & Long, J. S. (1994) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2074955 · Cited by 14,211 · see citing works
Finding groups in data: an introduction to cluster analysis
(1991) · Choice Reviews Online · doi:10.5860/choice.28-4558 · Cited by 10,537 · see citing works
Structural Equation Modelling: Guidelines for Determining Model Fit
Hooper, D., Coughlan, J., & Mullen, M. R. (2008) · Dublin Institute of Technology · doi:10.21427/d7cf7r · Cited by 8,746 · see citing works
Beck, A. T., Steer, R. A., & Brown, G. (2011) · PsycTESTS Dataset · doi:10.1037/t00742-000 · Cited by 7,535 · see citing works
Carver, C. S., & White, T. L. (1994) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.67.2.319 · Cited by 7,306 · see citing works
Buss, A. H., & Perry, M. (1992) · Journal of Personality and Social Psychology · doi:10.1037/0022-3514.63.3.452 · Cited by 4,693 · see citing works
Brand, M., Young, K. S., Laier, C., Wölfling, K., & Potenza, M. N. (2016) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2016.08.033 · Cited by 2,153 · see citing works
Brand, M., Wegmann, E., Stark, R., Müller, A., Wölfling, K., Robbins, T. W., & Potenza, M. N. (2019) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2019.06.032 · Cited by 2,126 · see citing works
Yuan, K.-H., & Bentler, P. (2000) · Sociological Methodology · doi:10.1111/0081-1750.00078 · Cited by 1,847 · see citing works
(1998) · Medical Entomology and Zoology · Cited by 1,425 · see citing works
A Critique of Eysenck’s Theory of Personality
Gray, J. A. (1981) · A Model for Personality · doi:10.1007/978-3-642-67783-0_8 · Cited by 1,374 · see citing works
Caplan, S. E. (2002) · Computers in Human Behavior · doi:10.1016/s0747-5632(02)00004-3 · Cited by 1,279 · see citing works
Thomée, S., Härenstam, A., & Hagberg, M. (2011) · BMC Public Health · doi:10.1186/1471-2458-11-66 · Cited by 1,269 · see citing works
Behavior change interventions delivered by mobile telephone short message service
Fjeldsoe, B. S., Marshall, A. L., & Miller, Y. D. (2009) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2008.09.040 · Cited by 1,213 · see citing works
Modification in the Proposed Diagnostic Criteria for Internet Addiction
Beard, K. W., & Wolf, E. (2001) · CyberPsychology & Behavior · doi:10.1089/109493101300210286 · Cited by 1,019 · see citing works
Internet Addiction or Excessive Internet Use
Weinstein, A., & Lejoyeux, M. (2010) · The American Journal of Drug and Alcohol Abuse · doi:10.3109/00952990.2010.491880 · Cited by 929 · see citing works
Zahn-Waxler, C., Klimes-Dougan, B., & Slattery, M. (2000) · Development and Psychopathology · doi:10.1017/s0954579400003102 · Cited by 800 · see citing works
Selected Papers of Hirotugu Akaike
Parzen, E., Tanabe, K., & Kitagawa, G. (1998) · Springer series in statistics · doi:10.1007/978-1-4612-1694-0 · Cited by 797 · see citing works
Problematic use of the mobile phone: A literature review and a pathways model
Billieux, J. (2012) · Current Psychiatry Reviews · doi:10.2174/157340012803520522 · Cited by 794 · see citing works
Beginning the workday yet already depleted? Consequences of late-night smartphone use and sleep
Lanaj, K., Johnson, R. E., & Barnes, C. M. (2014) · Organizational Behavior and Human Decision Processes · doi:10.1016/j.obhdp.2014.01.001 · Cited by 738 · see citing works
Wilmer, H. H., Sherman, L. E., & Chein, J. M. (2017) · Frontiers in Psychology · doi:10.3389/fpsyg.2017.00605 · Cited by 736 · see citing works
Internet addiction, usage, gratification, and pleasure experience: the Taiwan college students’ case
Chou, C., & Hsiao, M.-C. (2000) · Computers & Education · doi:10.1016/s0360-1315(00)00019-1 · Cited by 700 · see citing works
Internet over-users' psychological profiles: a behavior sampling analysis on internet addiction
Whang, L. S.-M., Lee, S., & Chang, G. (2003) · CyberPsychology & Behavior · doi:10.1089/109493103321640338 · Cited by 695 · see citing works
The role of impulsivity in actual and problematic use of the mobile phone
Billieux, J., Van der Linden, M., & Rochat, L. (2008) · Applied Cognitive Psychology · doi:10.1002/acp.1429 · Cited by 604 · see citing works
Comparison of Internet addicts and non-addicts in Taiwanese high school
Yang, S. C., & Tung, C.-J. (2004) · Computers in Human Behavior · doi:10.1016/j.chb.2004.03.037 · Cited by 592 · see citing works
Deficits in behavioural inhibition in substance abuse and addiction: a meta-analysis.
Smith, J. L., Mattick, R. P., Jamadar, S. D., & Iredale, J. M. (2014) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2014.08.009 · Cited by 546 · see citing works
Internet addiction in adolescents: Prevalence and risk factors
Kuss, D. J., van Rooij, A. J., Shorter, G. W., Griffiths, M. D., & van de Mheen, D. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2013.04.002 · Cited by 508 · see citing works
Attention deficit hyperactivity symptoms and Internet addiction
YOO, H. J., CHO, S. C., HA, J., YUNE, S. K., KIM, S. J., HWANG, J., CHUNG, A., SUNG, Y. H., & LYOO, I. K. (2004) · Psychiatry and Clinical Neurosciences · doi:10.1111/j.1440-1819.2004.01290.x · Cited by 492 · see citing works
Smartphone addiction, daily interruptions and self-reported productivity
Duke, É., & Montag, C. (2017) · Addictive Behaviors Reports · doi:10.1016/j.abrep.2017.07.002 · Cited by 466 · see citing works
Development of Korean Smartphone Addiction Proneness Scale for Youth
Kim, D., Lee, Y., Lee, J., Nam, J. K., & Chung, Y. (2014) · PLoS ONE · doi:10.1371/journal.pone.0097920 · Cited by 434 · see citing works
Self-citationSmartphone usage in the 21st century: who is active on WhatsApp?
Montag, C., Błaszkiewicz, K., Sariyska, R., Lachmann, B., Andone, I., Trendafilov, B., Eibes, M., & Markowetz, A. (2015) · BMC Research Notes · doi:10.1186/s13104-015-1280-z · Cited by 408 · see citing works
The top and the bottom of ADHD: a neuropsychological perspective
Sergeant, J. A., Geurts, H., Huijbregts, S., Scheres, A., & Oosterlaan, J. (2003) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2003.08.004 · Cited by 372 · see citing works
Internet Addiction and Psychiatric Symptoms Among Korean Adolescents
Jang, K.-S., Hwang, S. Y., & Choi, J. Y. (2008) · Journal of School Health · doi:10.1111/j.1746-1561.2007.00279.x · Cited by 338 · see citing works
Self-citationProblematic Internet use: an overview
Aboujaoude, E. N. (2010) · World Psychiatry · doi:10.1002/j.2051-5545.2010.tb00278.x · Cited by 337 · see citing works
Psychiatric symptoms in adolescents with Internet addiction: Comparison with substance use
Yen, J., Ko, C., Yen, C., Chen, S., Chung, W.-J. J., & Chen, C. (2008) · Psychiatry and Clinical Neurosciences · doi:10.1111/j.1440-1819.2007.01770.x · Cited by 327 · see citing works
The Relationship between Internet Activities and Depressive Symptoms in a Sample of College Freshmen
Morgan, C. V., & Cotten, S. R. (2003) · CyberPsychology & Behavior · doi:10.1089/109493103321640329 · Cited by 310 · see citing works
Latent class analysis on internet and smartphone addiction in college students
Choi, S., Mok, J. Y., Kim, D., Choi, J., Lee, J., Ahn, H., Choi, E.-J., & Song, W. (2014) · Neuropsychiatric Disease and Treatment · doi:10.2147/ndt.s59293 · Cited by 302 · see citing works
Self-citationTowards a Sociological Theory of the Mobile Phone
Geser, H. (2004) · Social Science Open Access Repository (GESIS – Leibniz Institute for the Social Sciences) · Cited by 300 · see citing works
Wartberg, L., Kriston, L., Zieglmeier, M., Lincoln, T., & Kammerl, R. (2019) · Psychological Medicine · doi:10.1017/s003329171800082x · Cited by 270 · see citing works
Kwon, J., Chung, C.-S., & Lee, J. (2009) · Community Mental Health Journal · doi:10.1007/s10597-009-9236-1 · Cited by 258 · see citing works
Self-citationDavidson, R. J., Chapman, J. P., Chapman, L. J., & Henriques, J. B. (1990) · Psychophysiology · doi:10.1111/j.1469-8986.1990.tb01970.x · Cited by 250 · see citing works
Ostovar, S., Allahyar, N., Aminpoor, H., Moafian, F., Nor, M. B. M., & Griffiths, M. D. (2016) · International Journal of Mental Health and Addiction · doi:10.1007/s11469-015-9628-0 · Cited by 225 · see citing works
How age and gender affect smartphone usage
Andone, I., Błaszkiewicz, K., Eibes, M., Trendafilov, B., Montag, C., & Markowetz, A. (2016) · Proceedings of the 2016 ACM International Joint Conference on Pervasive and Ubiquitous Computing: Adjunct · doi:10.1145/2968219.2971451 · Cited by 220 · see citing works
BIS/BAS personality characteristics and college students’ substance use
Franken, I. H. A., & Muris, P. (2006) · Personality and Individual Differences · doi:10.1016/j.paid.2005.12.005 · Cited by 216 · see citing works
Yen, J., Ko, C., Yen, C., Chen, C., & Chen, C. (2009) · Psychiatry and Clinical Neurosciences · doi:10.1111/j.1440-1819.2009.01943.x · Cited by 207 · see citing works
Sha, P., Sariyska, R., Riedl, R., Lachmann, B., & Montag, C. (2018) · Addictive Behaviors Reports · doi:10.1016/j.abrep.2018.100148 · Cited by 207 · see citing works
Is compulsive internet use related to sensitivity to reward and punishment, and impulsivity?
Meerkerk, G., van den Eijnden, R. J. J. M., Franken, I. H. A., & Garretsen, H. F. L. (2010) · Computers in Human Behavior · doi:10.1016/j.chb.2010.01.009 · Cited by 196 · see citing works
Risk and Protective Factors of Internet Addiction: A Meta-Analysis of Empirical Studies in Korea
Koo, H. J., & Kwon, J. (2014) · Yonsei Medical Journal · doi:10.3349/ymj.2014.55.6.1691 · Cited by 189 · see citing works
Self-citationThe Role of Empathy and Life Satisfaction in Internet and Smartphone Use Disorder
Lachmann, B., Sindermann, C., Sariyska, R., Luo, R., Melchers, M., Becker, B., Cooper, A., & Montag, C. (2018) · Frontiers in Psychology · doi:10.3389/fpsyg.2018.00398 · Cited by 185 · see citing works
Ha, Y., & Hwang, W. J. (2014) · International Journal of Mental Health and Addiction · doi:10.1007/s11469-014-9500-7 · Cited by 181 · see citing works
Social self-efficacy, academic locus of control, and internet addiction
İskender, M., & Ahmet Cumhur, A. K. I. N. (2009) · Computers & Education · doi:10.1016/j.compedu.2009.10.014 · Cited by 178 · see citing works
Gender Difference in Internet Use and Internet Problems among Quebec High School Students
Dufour, M., Brunelle, N., Tremblay, J., Leclerc, D., Cousineau, M.-M., Khazaal, Y., Légaré, A.-A., Rousseau, M., & Berbiche, D. (2016) · The Canadian Journal of Psychiatry · doi:10.1177/0706743716640755 · Cited by 169 · see citing works
Problematic smartphone use: Investigating contemporary experiences using a convergent design
Kuss, D., Harkin, L., Kanjo, E., & Billieux, J. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15010142 · Cited by 160 · see citing works
The relations between anger, coping with anger, and aggression, and the BIS/BAS system
Smits, D., & Kuppens, P. (2005) · Personality and Individual Differences · doi:10.1016/j.paid.2005.02.023 · Cited by 158 · see citing works
Pagliaccio, D., Luking, K. R., Anokhin, A. P., Gotlib, I. H., Hayden, E. P., Olino, T. M., Peng, C.-Z., Hajcak, G., & Barch, D. M. (2015) · Psychological Assessment · doi:10.1037/pas0000186 · Cited by 148 · see citing works
Is behavioral inhibition related to the anxiety disorders?
Turner, S. M., Beidel, D. C., & Wolff, P. L. (1996) · Clinical Psychology Review · doi:10.1016/0272-7358(96)00010-4 · Cited by 148 · see citing works
Kim, Y.-J., Jang, H. M., Lee, Y., Lee, D., & Kim, D. (2018) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph15050859 · Cited by 143 · see citing works
Self-citationMatthys, W., van Goozen, S. H. M., de Vries, H., Cohen-Kettenis, P. T., & van Engeland, H. (1998) · Journal of Child Psychology and Psychiatry · doi:10.1017/s0021963098002534 · Cited by 136 · see citing works
Preliminary study of Internet addiction and cognitive function in adolescents based on IQ tests
Park, M.-H., Park, E., Choi, J., Chai, S., Lee, J.-H., Lee, C., & Kim, D. (2011) · Psychiatry Research · doi:10.1016/j.psychres.2011.08.006 · Cited by 118 · see citing works
Self-citationPeterka‐Bonetta, J., Sindermann, C., Elhai, J. D., & Montag, C. (2019) · Frontiers in Public Health · doi:10.3389/fpubh.2019.00127 · Cited by 115 · see citing works
Lim, J.-A., Gwak, A. R., Park, S. M., Kwon, J.-G., Lee, J., Jung, H. Y., Sohn, B. K., Kim, J.-W., Kim, D., & Choi, J. (2015) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2014.0568 · Cited by 112 · see citing works
Self-citationLee, S., Lee, D., Nam, C. R., Kim, D. Y., Park, S., Kwon, J.-G., Kweon, Y., Lee, Y., Kim, D., & Choi, J. (2018) · Journal of Behavioral Addictions · doi:10.1556/2006.7.2018.28 · Cited by 112 · see citing works
Self-citationClinical and Personality Correlates of MMO Gaming
Cole, S. H., & Hooley, J. M. (2013) · Social Science Computer Review · doi:10.1177/0894439312475280 · Cited by 106 · see citing works
The Validation Study of Beck Depression Scale 2 in Korean Version
Lim, S., Jeong, L. E., Sung-Won, J., Kim, H. C., Ho, J. C., Jun, T., Lee, M., Min, K. J., cho-hyun-ju, & Kim, J.-B. (2011) · Cited by 104 · see citing works
Park, S. M., Park, Y. A., Lee, H. W., Jung, H. Y., Lee, J., & Choi, J. (2012) · Personality and Individual Differences · doi:10.1016/j.paid.2012.07.033 · Cited by 99 · see citing works
Self-citationByun, Y.-H., Ha, M., Kwon, H., Hong, Y., Leem, J., Sakong, J., Kim, S. Y., Lee, C. G., Kang, D., Choi, H., et al. (2013) · PLoS ONE · doi:10.1371/journal.pone.0059742 · Cited by 94 · see citing works
Leménager, T., Hoffmann, S., Dieter, J., Reinhard, I., Mann, K., & Kiefer, F. (2018) · Journal of Behavioral Addictions · doi:10.1556/2006.7.2018.13 · Cited by 91 · see citing works
Behavioral Disinhibition and Underlying Processes in Adolescents with Disruptive Behavior Disorders
Milich, R. S., Hartung, C. M., Martin, C. A., & Haigler, E. D. (1994) · Springer eBooks · doi:10.1007/978-1-4899-1501-6_5 · Cited by 89 · see citing works
Yen, J., Cheng-Fang, Y., Chen, C., Chang, Y.-H., Yeh, Y., & Ko, C. (2012) · Psychiatry Research · doi:10.1016/j.psychres.2012.03.015 · Cited by 83 · see citing works
Kuss, D. J., Shorter, G. W., van Rooij, A. J., van de Mheen, D., & Griffiths, M. D. (2014) · Computers in Human Behavior · doi:10.1016/j.chb.2014.07.031 · Cited by 81 · see citing works
Floros, G. D., Siomos, K. E., Stogiannidou, A., Giouzepas, I., & Garyfallos, G. (2014) · Addictive Behaviors · doi:10.1016/j.addbeh.2014.07.031 · Cited by 78 · see citing works
Behavioral inhibition system functioning in anxious, impulsive and psychopathic individuals
Newman, J. P., Wallace, J. F., Schmitt, W. A., & Arnett, P. A. (1997) · Personality and Individual Differences · doi:10.1016/s0191-8869(97)00078-0 · Cited by 77 · see citing works
Nam, C. R., Lee, D. H., Lee, J. Y., Choi, A. R., Chung, S. J., Kim, D., Bhang, S., Kwon, J.-G., Kweon, Y., & Choi, J. (2018) · Journal of Clinical Medicine · doi:10.3390/jcm7080222 · Cited by 76 · see citing works
Self-citationExploring Addictive Consumption of Mobile Phone Technology
James, D., & Drennan, J. C. (2005) · Cited by 71 · see citing works
M, S. R. R. (2015) · Journal of Addiction Research & Therapy · doi:10.4172/2155-6105.1000209 · Cited by 71 · see citing works
Who’s addicted to the smartphone and/or the Internet?
Lachmann, B., Duke, É., Sariyska, R., & Montag, C. (2017) · Psychology of Popular Media Culture · doi:10.1037/ppm0000172 · Cited by 69 · see citing works
Struijs, S. Y., Lamers, F., Rinck, M., Karin Roelofs, A., Spinhoven, P., & Penninx, B. W. J. H. (2018) · Depression and Anxiety · doi:10.1002/da.22760 · Cited by 62 · see citing works
Adolescent computer use: Approach, avoidance, and parental control
Giles, G., & Price, I. (2008) · Australian Journal of Psychology · doi:10.1080/00049530701829896 · Cited by 61 · see citing works
UNDERSTANDING THE ROLE OF MOTIVES IN SMARTPHONE ADDICTION
Zhang, K. Z. K., Chen, C., & Lee, M. (2014) · Journal of the Association for Information Systems · Cited by 59 · see citing works
Internet addiction based on personality characteristics of high school students in kerman, iran.
Zamani, B. E., Abedini, Y., & Kheradmand, A. (2011) · Europe PMC (PubMed Central) · Cited by 49 · see citing works
권석만, & 서수균 (2002) · The Korean Journal of Clinical Psychology · doi:10.15842/kjcp.2002.21.2.015 · Cited by 39 · see citing works
Mak, K. K., Jeong, J., Lee, H.-K., & Lee, K. (2018) · Psychiatry Investigation · doi:10.30773/pi.2018.08.07.2 · Cited by 38 · see citing works
Shin, D., Choi, A., Lee, J., Chung, S. J., Kim, B., Park, M., Jung, M. H., Kim, D., & Choi, J. (2019) · Journal of Clinical Medicine · doi:10.3390/jcm8081102 · Cited by 25 · see citing works
Self-citationShin, M., Cho, S.-C., Hong, K.-E. M., & Bahn, G. H. (2001) · Journal of korean Academy of Child and Adolescent Psychiatry · Cited by 25 · see citing works
Toda, M., & Ezoe, S. (2013) · Open Journal of Preventive Medicine · doi:10.4236/ojpm.2013.31012 · Cited by 24 · see citing works
Mobile Phone Use and Brain Cancer: Is the Association Biased
Kundi, M. (2010) · Neuroepidemiology · doi:10.1159/000314928 · Cited by 8 · see citing works
Flagged first, then by citations
2 of the 94 references couldn’t be matched to a known paper.
Cited by
Sorted by citations
Excessive Smartphone Use Is Associated With Health Problems in Adolescents and Young Adults
Wacks, Y., & Weinstein, A. M. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.669042 · Cited by 424 · see citing works
Liang, L., Zhu, M., Dai, J., Li, M., & Zheng, Y. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.608317 · Cited by 71 · see citing works
Daniyal, M., Javaid, S. F., Hassan, A., & Khan, M. A. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19159352 · Cited by 64 · see citing works
Guo, Y., Gu, J., Gaskin, J., Yin, X.-Q., Zhang, Y., & Wang, J.-L. (2023) · International Journal of Child Abuse & Neglect · doi:10.1016/j.chiabu.2023.106134 · Cited by 57 · see citing works
Khatcherian, E., ZULLINO, D. F., Leo, D. D., & Achab, S. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19042012 · Cited by 45 · see citing works
Karabey, S. Ç., Palancı, A., & Turan, Z. (2023) · Psychology Health & Medicine · doi:10.1080/13548506.2023.2229241 · Cited by 47 · see citing works
Khan, S. A. R., & Ponce, P. (2021) · International Journal of Logistics Management · doi:10.1108/ijlm-12-2020-0496 · Cited by 27 · see citing works
Guo, Z., He, Y., Yang, T., Ren, L., Qiu, R., Zhu, X., & Wu, S. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.1014548 · Cited by 30 · see citing works
Luo, R., Li, Q., Meng, G., Zheng, Y., Hu, K., Zhang, X., Dai, B., & Liu, X. (2022) · PsyCh Journal · doi:10.1002/pchj.545 · Cited by 27 · see citing works
Fekih‐Romdhane, F., Malaeb, D. N., Dine, A. S. E., Obeïd, S., & Hallit, S. R. (2022) · BMC Pediatrics · doi:10.1186/s12887-022-03808-y · Cited by 34 · see citing works
Affective and cognitive processes involved in behavioral addictions
Wegmann, E., & Brand, M. (2021) · Addictive Behaviors · doi:10.1016/j.addbeh.2021.106885 · Cited by 27 · see citing works
Chen, Y., Chen, H., Andrasik, F., & Gu, C. (2021) · Sustainability · doi:10.3390/su13084468 · Cited by 26 · see citing works
Rozgonjuk, D., Blinka, L., Löchner, N., Faltýnková, A., Husárová, D., & Montag, C. (2023) · Child and Adolescent Psychiatry and Mental Health · doi:10.1186/s13034-023-00620-z · Cited by 25 · see citing works
Gao, L., Wan, Z., Chu, X., Chen, H., & Li, W. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.832933 · Cited by 23 · see citing works
Kwak, M., Cho, H., & Kim, D. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19116918 · Cited by 25 · see citing works
Self-citationMultidimensional Profiles of Addictive Smartphone Use: A Latent Profile Analysis
Yang, H., Tng, G. Y. Q., Khoo, S. S., & Yang, S. (2022) · Current Psychology · doi:10.1007/s12144-022-02881-x · Cited by 24 · see citing works
Lee, M., Chung, S. J., Lee, Y., Park, S., Kwon, J.-G., Kim, D., Lee, D., & Choi, J. (2020) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph17165806 · Cited by 24 · see citing works
Self-citationWong, S. M., Chen, E. Y., Wong, C. S., Suen, Y., Chan, D. L., Tsang, S. H., Wong, T., Cheung, C., Chan, K., Lui, S. S., et al. (2022) · Psychiatry Research · doi:10.1016/j.psychres.2022.114939 · Cited by 21 · see citing works
Poulain, T., Vogel, M., Kliesener, T., & Kieß, W. (2021) · European Child & Adolescent Psychiatry · doi:10.1007/s00787-021-01874-8 · Cited by 21 · see citing works
Self-regulation profiles in addictive behaviors among adolescents: A transdiagnostic approach
Malderen, E. V., Goossens, L., Claes, L., Wilderjans, T. F., Kemps, E., & Verbeken, S. (2023) · Appetite · doi:10.1016/j.appet.2023.107128 · Cited by 19 · see citing works
Changes of internet behavior of adolescents across the period of COVID-19 pandemic in China
Wu, Q., Chen, T., Zhong, N., Bao, J., Zhao, Y., Du, J., & Zhao, M. (2022) · Psychology Health & Medicine · doi:10.1080/13548506.2021.2019809 · Cited by 19 · see citing works
Khoo, S. S., & Yang, H. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph182413020 · Cited by 19 · see citing works
Internet behavior patterns of adolescents before, during, and after COVID-19 pandemic
Wu, Q., Ren, Q., Zhong, N., Bao, J., Zhao, Y., Du, J., Chen, T., & Zhao, M. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.947360 · Cited by 14 · see citing works
Application of SEM in analyzing student satisfaction with administrative services
Hermanto, K., Suarantalla, R., Utami, S., & Sudirman, S. (2020) · Journal of Physics Conference Series · doi:10.1088/1742-6596/1663/1/012008 · Cited by 14 · see citing works
Anxious activism: The role of behavioral inhibition system in the radicalization process
McGarry, P., & Shortland, N. D. (2022) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107550 · Cited by 11 · see citing works
Suarantalla, R., Sudodo, Y., & Hermanto, K. (2020) · PERFORMA Media Ilmiah Teknik Industri · doi:10.20961/performa.19.2.44682 · Cited by 11 · see citing works
Demirkan, A. K. (2024) · Iranian Journal of Psychiatry · doi:10.18502/ijps.v19i2.15107 · Cited by 14 · see citing works
Kwak, M., & Kim, D. (2023) · Addictive Behaviors Reports · doi:10.1016/j.abrep.2023.100506 · Cited by 11 · see citing works
Self-citationCorrelates of Internet addiction in Turkish adolescents
Karaca, A., Demirci, N., Çağlar, E., & Ünlü, H. K. (2021) · Children and Youth Services Review · doi:10.1016/j.childyouth.2021.106050 · Cited by 11 · see citing works
Zhang, C., Wu, K., Wang, W., Li, Y., Zhao, H., Lai, W., Shi, G., Guo, L., Li, L., & Lu, C. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.11.024 · Cited by 8 · see citing works
Latent Regression and Ordination Risk of Infectious Disease and Climate
Caraka, R. E., Chen, R.-C., Lee, Y., Gio, P. U., Budiarto, A., & Pardamean, B. (2021) · Procedia Computer Science · doi:10.1016/j.procs.2020.12.004 · Cited by 8 · see citing works
Self-citationSama, H., & Kalvakolanu, S. (2020) · Journal of Public Affairs · doi:10.1002/pa.2425 · Cited by 8 · see citing works
Lee, J. (2022) · Daehan imsang geon-gang jeungjin hakoeji/Daehan imsang geon'gang jeungjin haghoeji · doi:10.15384/kjhp.2022.22.1.1 · Cited by 7 · see citing works
Self-citationPark, E. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.653796 · Cited by 10 · see citing works
Self-citationZhou, H., Xing, X., Zhang, J., Meng, G., Hu, K., Wei, P., Chen, M., Xiao, J., & Li, Q. (2025) · Journal of Applied Developmental Psychology · doi:10.1016/j.appdev.2025.101881 · Cited by 5 · see citing works
Problematic internet use and shyness among Chinese adolescents: a moderated mediation model
Sun, H., & Yu, Y. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1439692 · Cited by 4 · see citing works
de Freitas, B. H. B. M., Gaíva, M. A. M., Bortolini, J., & Diogo, P. (2023) · Journal of Adolescent Research · doi:10.1177/07435584231194869 · Cited by 5 · see citing works
Mun, I. B., & Lee, S. (2023) · The Social Science Journal · doi:10.1080/03623319.2023.2194472 · Cited by 3 · see citing works
Huang, Z., Xu, W., Zhang, J., Niu, X., & Wang, J. (2025) · Psychology Health & Medicine · doi:10.1080/13548506.2025.2564312 · Cited by 2 · see citing works
Intentions Matter: The Role of Purpose in Excessive Social Media Usage and Smartphone Addiction
Ali, A. A., Babiker, A., Erbad, A., & Ali, R. (2023) · International Conference on Behavioral, Economic, and Socio-Cultural Computing · doi:10.1109/besc59560.2023.10386530 · Cited by 2 · see citing works
Inanloo, M., Bashardoust, S., & Abolmaali, K. (2022) · doi:10.61838/kman.aftj.3.1.15 · Cited by 2 · see citing works
Tao, Y., Wang, S., Ma, Z., Zhang, L., & Liu, X. (2024) · Current Psychology · doi:10.1007/s12144-024-06477-5 · Cited by 2 · see citing works
Longitudinal Analysis of Influencing Factors of Problematic Smartphone Use in PreteensPreprint
Son, H., Yun, J., & Han, G. (2022) · Research Square · doi:10.21203/rs.3.rs-1356627/v1 · Cited by 2 · see citing works
Park, H. J. (2025) · Current Psychology · doi:10.1007/s12144-025-07328-7 · Cited by 1 · see citing works
Shabbir, B., Sarfraz, Z., & Gondal, K. M. (2025) · BMC Public Health · doi:10.1186/s12889-025-24420-6 · Cited by 1 · see citing works
RELATIONSHIP BETWEEN SOCIAL CONDITIONS OF LIFE AND THE STAGE OF MANIFESTATION OF CYBER ADDICTIONS
Asieieva, Y. (2021) · Science and Education · doi:10.24195/2414-4665-2021-1-5 · Cited by 1 · see citing works
John, N., Sahu, M., Sharma, M. K., & Murthy, P. (2025) · Cyberpsychology Behavior and Social Networking · doi:10.1089/cyber.2024.0444 · Cited by 2 · see citing works
Cyber-addictions of the Ukrainian youth
Asieieva, Y., Aymedov, C. V., Горіщак, С. П., Mierlich, S., & Riabukhin, K. (2021) · Revista Amazonia Investiga · doi:10.34069/ai/2021.44.08.5 · Cited by 1 · see citing works
Khatcherian, E., ZULLINO, D. F., Leo, D. D., & Achab, S. (2021) · Preprints.org · doi:10.20944/preprints202107.0211.v1 · Cited by 1 · see citing works
Ali, A. A., Babiker, A., Erbad, A., & Ali, R. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.5056040 · Cited by 1 · see citing works
FEATURES STYLE FAMILY EDUCATION OF CYBERADDICTS (THROUGH THE EYES OF CHILDREN)
Asieieva, Y. (2020) · PSYCHOLOGY AND SOCIAL WORK · doi:10.18524/2707-0409.2020.1(51).225347
Yan, H., Zhao, G., Yu, K., & Sun, X. (2021) · doi:10.31234/osf.io/zdy9j
孙, 天. (2022) · Advances in Psychology · doi:10.12677/ap.2022.123083
Resistable: How the SDSU Common Read encouraged more conscientious use of technology
Miller, T., & Bott-Knutson, R. C. (2022) · doi:10.52499/2022010
Herangza, M., Hajloo, N., Narimani, M., & Basharpoor, S. (2024) · مجله علمی دانشگاه علوم پزشکی رفسنجان · doi:10.61186/jrums.22.10.1089
Lee, Y. H., Shin, H., Bae, E. J., Lee, Y. I., Lee, C. M., Shim, S. H., Kim, M. S., & Lim, M. H. (2025) · Children · doi:10.3390/children12050593
Self-citationExploring Determinants and Factors Associated with Problematic Smartphone Use among Youth
Guimarães, R. D. F., de Almeida, B. P., & da Silva, M. P. (2025) · IntechOpen eBooks · doi:10.5772/intechopen.1012669
Yao, L., Ge, W., Zhao, Y., Wu, W., Wu, Z., Hu, L., Yang, X., Lin, S., Jin, Z., Fang, J., et al. (2026) · Journal of Affective Disorders · doi:10.1016/j.jad.2025.121115
IAD-Fed: Internet Addiction Diagnosis from EEG Signals Using Federated Learning in Edge Environments
Krishnan, G. A., Martin, J. P., Joseph, C. T., & Kurian, T. (2026) · Communications in computer and information science · doi:10.1007/978-3-032-14531-4_23
Liu, Y., Yu, T., Hao, H., & Lyu, H. (2026) · The Journal of Psychology · doi:10.1080/00223980.2026.2619948
Qi, C. (2026) · Humanities and Social Sciences Communications · doi:10.1057/s41599-026-08037-7
U-shaped relationship between problematic smartphone use and mind-wandering
Kawashima, I., Sakai, Y., Miyake, Y., Kobayashi, N., & Tanaka, S. (2026) · Acta Psychologica · doi:10.1016/j.actpsy.2026.107458
- Authors
- Jeong, B., Lee, J. Y., Kim, B. M., Park, E., Kwon, J.-G., Kim, D.-J., Lee, Y., Choi, J.-S., & Lee, D.
- Affiliations
- Ewha Womans University (KR)
- Seoul National University (KR)
- The Catholic University of Korea Seoul St. Mary's Hospital (KR)
- Corresponding author
- Choi, Jung-Seok
- Lee, Donghwan
- Venue
- Addictive Behaviors
- Publisher
- Elsevier BV
- Published
- 2020-11
- Volume
- 110
- Pages
- 106485
- ISSN
- 0306-4603 (ISSN-L)
- OpenAlex
- W3029502866
- Cited by
- 62
- References
- 94
- Citations by year
- 2026: 5 · 2025: 7 · 2024: 5 · 2023: 9 · 2022: 17 · 2021: 14 · 2020: 5
- FWCI
- 15.02
- Type
- journal article
- Language
- en
- Open access
- closed
- Locations
- Addictive Behaviors (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Research Foundation of Korea
- Seoul Metropolitan Government Seoul National University Boramae Medical Center
- Topics
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Social Sciences › Psychology › Clinical Psychology › Sexuality, Behavior, and Technology
- Social Sciences › Education › Child Development and Digital Technology
- Keywords
- adolescent internet addiction, smartphone overuse, personality traits, behavioral inhibition system, behavioral activation system, depression, anxiety, attention deficit hyperactivity disorder, aggression, anger expression, addiction risk factors
- MeSH terms
- Smartphone, Latent Class Analysis, Adolescent, Humans, Personality, Surveys and Questionnaires, Behavior, Addictive, Internet, Republic of Korea
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review