Young Adolescents' Digital Technology Use, Perceived Impairments, and Well-Being in a Representative Sample
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Objective. To examine the cross-sectional associations between young adolescents’ access, usage, and perceived impairments related to digital technologies and their academic, psychological, and physical wellbeing. Study design. 2,104 adolescents (ages 10–15 years), representative of the North Carolina Public School population, completed questionnaires in 2015. Administrative educational records were linked with parental consent. Results. Nearly all (95%) young adolescents had Internet access, 67% owned a mobile phone, and 68% had a social media account. Mobile phone ownership was not associated with any indicators of wellbeing (math and reading test scores, school belonging, psychological distress, conduct problems, or physical health) after controlling for demographic factors. Having a social media account and frequency of social media use were only robustly associated with conduct problems (explaining ~3% of the variation in conduct problems). Despite the lack of strong associations, 91% of adolescents reported at least one perceived technology-related impairment and 29% of adolescents reported online-to-offline spillover of negative experiences. Economically disadvantaged adolescents reported similar access, but greater online-to-offline spillover and stronger associations between social media account ownership and poor psychological wellbeing compared with their more affluent peers. Conclusions. At the population level, there was little evidence that digital technology access and usage is negatively associated with young adolescents’ wellbeing. Youth from economically disadvantaged families were equally likely to have access to digital technologies but were more likely than their more affluent peers to report negative online experiences. Closing the digital divide will require prioritizing equity in access, as well as in experiences and opportunities.
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Recent research suggests that the digital divide may not be as relevant to adolescents as to other populations, as access to smartphones is high across class groups.
“Recent research suggests that the digital divide may not be as relevant to adolescents as to other populations (e.g., older adults), as access to smartphones is high across class groups (George et al., 2020).”
From Technologizing Bronfenbrenner: Neo-ecological Theory. (2023) · cites this paper as George et al., 2020
The Discussion (page not provided) says traditional gaps in access to the Internet and mobile phones have narrowed or disappeared among US adolescents, and the Results report similar mobile-phone ownership across economic groups. The paper does not compare adolescents with older adults or other populations, and it cautions that inequalities in online experiences may be emerging. (LLM, conf=0.85)
Experimental — accuracy not yet measuredYouth from more economically disadvantaged backgrounds were more likely to experience negative spillover between virtual and physical microsystems.
“However, George et al. (2020) found that youth from more economically disadvantaged backgrounds were more likely to experience negative spillover between virtual and physical microsystems.”
From Technologizing Bronfenbrenner: Neo-ecological Theory. (2023) · cites this paper as George et al., 2020
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KESSLER, R. C., ANDREWS, G., COLPE, L. J., HIRIPI, E., MROCZEK, D. K., NORMAND, S.-L. T., WALTERS, E. E., & ZASLAVSKY, A. M. (2002) · Psychological Medicine · doi:10.1017/s0033291702006074 · Cited by 10,327 · see citing works
Digital divide: civic engagement, information poverty, and the Internet worldwide
Tefft, S. (2002) · Choice Reviews Online · doi:10.5860/choice.40-1165 · Cited by 2,940 · see citing works
Overview of the SF-36 Health Survey and the International Quality of Life Assessment (IQOLA) Project
Ware, J. E., & Gandek, B. (1998) · Journal of Clinical Epidemiology · doi:10.1016/s0895-4356(98)00081-x · Cited by 2,606 · see citing works
Classroom Belonging among Early Adolescent Students: Relationships to Motivation and Achievement
Goodenow, C. (1993) · The Journal of Early Adolescence · doi:10.1177/0272431693013001002 · Cited by 1,614 · see citing works
The association between adolescent well-being and digital technology use
Orben, A., & Przybylski, A. K. (2019) · Nature Human Behaviour · doi:10.1038/s41562-018-0506-1 · Cited by 1,500 · see citing works
Incidence and correlates of pathological Internet use among college students
Morahan-Martin, J. M., & Schumacher, P. (2000) · Computers in Human Behavior · doi:10.1016/s0747-5632(99)00049-7 · Cited by 1,300 · see citing works
Our kids: the American dream in crisis
Rivadulla Barrientos, D. (2015) · Choice Reviews Online · doi:10.5860/choice.191635 · Cited by 1,230 · see citing works
Online communication, social media and adolescent wellbeing: A systematic narrative review
Best, P., Manktelow, R., & Taylor, B. (2014) · Children and Youth Services Review · doi:10.1016/j.childyouth.2014.03.001 · Cited by 1,067 · see citing works
Digital Inequality: From Unequal Access to Differentiated Use
DiMaggio, P., Hargittai, E., Celeste, C., & Shafer, S. A. (2004) · Cited by 1,021 · see citing works
Przybylski, A. K., & Weinstein, N. (2017) · Psychological Science · doi:10.1177/0956797616678438 · Cited by 890 · see citing works
Encyclopedia of Systems Biology
Dubitzky, W., Wolkenhauer, O., Yokota, H., & Cho, K. (2013) · Springer eBooks · doi:10.1007/978-1-4419-9863-7 · Cited by 886 · see citing works
Yen, J.-Y., Ko, C.-H., Yen, C.-F., Wu, H.-Y., & Yang, M.-J. (2007) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2007.02.002 · Cited by 817 · see citing works
(2015) · Cited by 640 · see citing works
Subrahmanyam, K., Smahel, D., & Greenfield, P. (2006) · Developmental Psychology · doi:10.1037/0012-1649.42.3.395 · Cited by 423 · see citing works
Demetrovics, Z., Szeredi, B., & Rózsa, S. (2008) · Behavior Research Methods · doi:10.3758/brm.40.2.563 · Cited by 409 · see citing works
Haynes, W. A. (2013) · Springer eBooks · doi:10.1007/978-1-4419-9863-7_1215 · Cited by 308 · see citing works
Digital youth: the role of media in development
(2011) · Choice Reviews Online · doi:10.5860/choice.48-5768 · Cited by 277 · see citing works
Jensen, M., George, M. J., Russell, M. R., & Odgers, C. L. (2019) · Clinical Psychological Science · doi:10.1177/2167702619859336 · Cited by 242 · see citing works
Self-citationPeter, J., & Valkenburg, P. M. (2006) · Poetics · doi:10.1016/j.poetic.2006.05.005 · Cited by 220 · see citing works
Net Children Go Mobile: risks and opportunities
Mascheroni, G., & Ólafsson, K. (2014) · London School of Economics and Political Science Research Online (London School of Economics and Political Science) · Cited by 209 · see citing works
Smartphones are bad for some teens, not all
Odgers, C. (2018) · Nature · doi:10.1038/d41586-018-02109-8 · Cited by 173 · see citing works
Self-citationRivenbark, J. G., Copeland, W., Davisson, E. K., Gassman‐Pines, A., Hoyle, R. H., Piontak, J. R., Russell, M. A., Skinner, A. T., & Odgers, C. L. (2019) · Developmental Psychology · doi:10.1037/dev0000551 · Cited by 89 · see citing works
Self-citationEvaluating the impact of interventions in the Multisite Violence Prevention Study
Miller, S., Sullivan, T. N., & Simon, T. R. (2004) · American Journal of Preventive Medicine · doi:10.1016/j.amepre.2003.09.015 · Cited by 78 · see citing works
Challenges for Low-Income Children in an Era of Increasing Income Inequality
Odgers, C. L., & Adler, N. E. (2017) · Child Development Perspectives · doi:10.1111/cdep.12273 · Cited by 37 · see citing works
Self-citationAre there differences in how advantaged and disadvantaged students use the Internet?
(2016) · PISA in Focus · doi:10.1787/5jlv8zq6hw43-en · Cited by 16 · see citing works
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- [20]Young K, Internet addiction: Symptoms, evaluation, and treatment In Innovations in clinical practice, Van de Creek L. and Jackson T. (eds). 1999, 19– 31. Professional Resource Press: Sarasota, FL.
Cited by
Sorted by citations
Technologizing Bronfenbrenner: Neo-ecological Theory.
Navarro, J. L., & Tudge, J. R. H. (2023) · Current Psychology · doi:10.1007/s12144-022-02738-3 · Cited by 325 · see citing works
Problematic Social Media Use and Its Relationship with Depression or Anxiety: A Systematic Review
Lopes, L. S., Valentini, J. P., Monteiro, T. H., Costacurta, M. C. D. F., Soares, L. O. N., Telfar-Barnard, L., & Nunes, P. V. (2022) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2021.0300 · Cited by 197 · see citing works
Screen time, social media use, and adolescent development
Odgers, C. L., Schueller, S. M., & Ito, M. (2020) · Annual Review of Developmental Psychology · doi:10.1146/annurev-devpsych-121318-084815 · Cited by 137 · see citing works
Self-citationSalah, M., Alhalbusi, H., Ismail, M. M., & Abdelfattah, F. (2023) · Current Psychology · doi:10.1007/s12144-023-04989-0 · Cited by 135 · see citing works
Hamilton, J. L., Nesi, J., & Choukas-Bradley, S. (2022) · Perspectives on Psychological Science · doi:10.1177/17456916211014189 · Cited by 110 · see citing works
Social media use in adolescents with and without mental health conditions
Fassi, L., Ferguson, A. M., Przybylski, A. K., Ford, T. J., & Orben, A. C. (2025) · Nature Human Behaviour · doi:10.1038/s41562-025-02134-4 · Cited by 102 · see citing works
Firth, J., Torous, J. B., López‐Gil, J. F., Linardon, J., Milton, A. C., Lambert, J. D., Smith, L., Jarić, I., Fabian, H., Vancampfort, D., et al. (2024) · World Psychiatry · doi:10.1002/wps.21188 · Cited by 99 · see citing works
Adolescent Development in the Digital Media Context
Nesi, J. L., Telzer, E. H., & Prinstein, M. J. (2020) · Psychological Inquiry · doi:10.1080/1047840x.2020.1820219 · Cited by 91 · see citing works
Context, Development, and Digital Media: Implications for Very Young Adolescents in LMICs
Magis‐Weinberg, L., Suleiman, A. B., & Dahl, R. E. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.632713 · Cited by 87 · see citing works
Piers, R., Williams, J. M., & Sharpe, H. (2022) · Child and Adolescent Mental Health · doi:10.1111/camh.12620 · Cited by 86 · see citing works
How's Life for Children in the Digital Age?
OECD (2025) · OECD eBooks · doi:10.1787/0854b900-en · Cited by 85 · see citing works
Hamilton, J. L., Nesi, J. L., & Choukas‐Bradley, S. (2020) · doi:10.31234/osf.io/5stx4 · Cited by 83 · see citing works
Fabris, M. A., Settanni, M., Longobardi, C., & Marengo, D. (2023) · Child Psychiatry & Human Development · doi:10.1007/s10578-023-01516-x · Cited by 81 · see citing works
Adolescent development and growing divides in the digital age
Odgers, C. L., & Jensen, M. R. (2020) · Dialogues in Clinical Neuroscience · doi:10.31887/dcns.2020.22.2/codgers · Cited by 74 · see citing works
Self-citationA Need for Considering Digital Inequality When Studying Social Media Use and Well-Being
Büchi, M., & Hargittai, E. (2022) · Social Media + Society · doi:10.1177/20563051211069125 · Cited by 63 · see citing works
Savoia, E., Harriman, N. W., Su, M., Cote, T., & Shortland, N. D. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18115786 · Cited by 62 · see citing works
Ehrenreich, S. E., George, M. J., Burnell, K., & Underwood, M. K. (2021) · Journal of Research on Adolescence · doi:10.1111/jora.12643 · Cited by 53 · see citing works
Self-citationCharmaraman, L., Hodes, R., & Richer, A. M. (2021) · JMIR Mental Health · doi:10.2196/26207 · Cited by 49 · see citing works
Longitudinal and daily associations between adolescent self-control and digital technology use.
Burnell, K., Andrade, F. C., & Hoyle, R. H. (2022) · Developmental Psychology · doi:10.1037/dev0001444 · Cited by 42 · see citing works
Self-citationAssociations Between Adolescents’ Daily Digital Technology Use and Sleep
Burnell, K., George, M. J., Jensen, M. R., Hoyle, R. H., & Odgers, C. L. (2021) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2021.09.033 · Cited by 41 · see citing works
Self-citationTeens, Tech, and Talk: Adolescents’ Use of and Emotional Reactions to Snapchat’s My AI Chatbot
Vanhoffelen, G., Vandenbosch, L., & Schreurs, L. (2025) · Behavioral Sciences · doi:10.3390/bs15081037 · Cited by 40 · see citing works
An observational study of Internet behaviours for adolescent females following sexual abuse
Noll, J. G., Haag, A.-C., Shenk, C. E., Wright, M. F., Barnes, J. E., Kohram, M., Malgaroli, M., Foley, D. J., Kouril, M., & Bonanno, G. A. (2021) · Nature Human Behaviour · doi:10.1038/s41562-021-01187-5 · Cited by 40 · see citing works
Sun, X., Haydel, K. F., Matheson, D., Desai, M., & Robinson, T. N. (2023) · Child Development · doi:10.1111/cdev.13851 · Cited by 38 · see citing works
Marginalized and Understudied Populations Using Digital Media
Charmaraman, L., Hernandez, J. M., & Hodes, R. (2022) · Cambridge University Press eBooks · doi:10.1017/9781108976237.011 · Cited by 38 · see citing works
Does Adolescent Digital Technology Use Detract from the Parent–Adolescent Relationship?
Jensen, M. R., George, M. J., Russell, M. A., Lippold, M. A., & Odgers, C. L. (2021) · Journal of Research on Adolescence · doi:10.1111/jora.12618 · Cited by 36 · see citing works
Self-citationDirectly-measured smartphone screen time predicts well-being and feelings of social connectedness
Anderl, C., Hofer, M. K., & Chen, F. S. (2023) · Journal of Social and Personal Relationships · doi:10.1177/02654075231158300 · Cited by 36 · see citing works
Xue, J., Huang, H. M., Guo, Z., Chen, J., & Feng, W. (2024) · Computers in Human Behavior · doi:10.1016/j.chb.2024.108449 · Cited by 33 · see citing works
Hall, J. A. (2024) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.15275 · Cited by 32 · see citing works
Tibber, M., & Silver, E. (2022) · Cognitive Behaviour Therapy · doi:10.1017/s1754470x22000034 · Cited by 22 · see citing works
Digital Parenting of Emerging Adults in the 21st Century
Jensen, M. R., Hussong, A. M., & Haston, E. (2021) · Social Sciences · doi:10.3390/socsci10120482 · Cited by 30 · see citing works
Self-citationCárdaba, M. Á. M., Díaz, M. V. M., Pérez, P. L., & Castro, J. A. G. (2024) · Journal of Youth and Adolescence · doi:10.1007/s10964-024-02013-7 · Cited by 29 · see citing works
Donoso, G., Casas, F., Rubio, A., & Céspedes, C. (2021) · Frontiers in Psychology · doi:10.3389/fpsyg.2021.641178 · Cited by 28 · see citing works
“It's just everywhere now”: Middle‐school and college students' mental models of the Internet
Brodsky, J. E., Lodhi, A. K., Powers, K. L., Blumberg, F. C., & Brooks, P. J. (2021) · Human Behavior and Emerging Technologies · doi:10.1002/hbe2.281 · Cited by 27 · see citing works
A Paradox Theory of Social Media Consumption and Child Well-Being
Yap, S. F., & Lim, W. M. (2023) · Australasian Marketing Journal (AMJ) · doi:10.1177/14413582221139492 · Cited by 26 · see citing works
Calvete, E., Fernández‐González, L., Royuela-Colomer, E., Morea, A., Larrucea‐Iruretagoyena, M., Machimbarrena, J. M., González‐Cabrera, J. M., & Orue, I. (2021) · Computers in Human Behavior · doi:10.1016/j.chb.2021.106935 · Cited by 25 · see citing works
Huang, S., Lai, X., Li, Y., Cui, Y., & Wang, Y. (2023) · Children · doi:10.3390/children10050770 · Cited by 25 · see citing works
Selecting an Ecological Momentary Assessment Platform: Tutorial for Researchers
Henry, L. M., Hansen, E., Chimoff, J., Pokstis, K., Kiderman, M., Naim, R., Kossowsky, J., Byrne, M. E., López-Guzmán, S., Kircanski, K., et al. (2023) · Journal of Medical Internet Research · doi:10.2196/51125 · Cited by 25 · see citing works
Why Digital Tools Have Not Yet Revolutionized Adolescent Health Research and What We Can Do
Odgers, C. L. (2019) · Journal of Research on Adolescence · doi:10.1111/jora.12534 · Cited by 23 · see citing works
Self-citationFrequency of Text Messaging and Adolescents' Mental Health Symptoms Across 4 Years of High School
George, M. J., Beron, K., Vollet, J. W., Burnell, K., Ehrenreich, S. E., & Underwood, M. K. (2021) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2020.06.012 · Cited by 21 · see citing works
Self-citationHernandez, J. M., Charmaraman, L., & Schaefer, H. S. (2023) · Translational Issues in Psychological Science · doi:10.1037/tps0000372 · Cited by 21 · see citing works
Gerosa, T., Losi, L., & Gui, M. (2024) · Youth & Society · doi:10.1177/0044118x231223218 · Cited by 20 · see citing works
Ten Myths About the Effect of Social Media Use on Well-Being
Hall, J. A. (2024) · Journal of Medical Internet Research · doi:10.2196/59585 · Cited by 19 · see citing works
Partridge, S. R., Knight, A., Todd, A., McGill, B., Wardak, S., Alston, L. V., Livingstone, K. M., Singleton, A. C., Thornton, L. K., Jia, S. S., et al. (2024) · Obesity Reviews · doi:10.1111/obr.13821 · Cited by 18 · see citing works
Kim, J., & Kim, M. (2025) · Marketing Intelligence & Planning · doi:10.1108/mip-04-2024-0288 · Cited by 18 · see citing works
Zioga, T., Nega, C., Ρούσσος, Π., & Kourtesis, P. (2024) · European Journal of Investigation in Health Psychology and Education · doi:10.3390/ejihpe14030048 · Cited by 18 · see citing works
Angel, M. P., & boyd, D. (2024) · ACM Symposium on Computer Science and Law (CSLAW) · doi:10.1145/3614407.3643705 · Cited by 17 · see citing works
Korczak, D. J., Cost, K. T., LaForge-MacKenzie, K., Anagnostou, E. A., Birken, C. S., Charach, A., Monga, S., & Crosbie, J. (2022) · BMJ Open · doi:10.1136/bmjopen-2021-057248 · Cited by 17 · see citing works
Relationship between digital development and subjective well-being in chilean school children
Donoso, G., Casas, F., Oyanedel, J. C., & López-Tapia, M. (2020) · Computers & Education · doi:10.1016/j.compedu.2020.104027 · Cited by 16 · see citing works
Lost in the net? Broadband internet and youth mental health
Donati, D., Durante, R., Sobbrio, F., & Zejcirovic, D. (2025) · Journal of Health Economics · doi:10.1016/j.jhealeco.2025.103017 · Cited by 15 · see citing works
Lost in the net? Broadband internet and youth mental health.Preprint
Donati, D., Durante, R., Sobbrio, F., & Zejcirovic, D. (2025) · Journal of Health Economics · doi:10.2139/ssrn.4082581 · Cited by 25 · see citing works
Rosič, J., Schreurs, L., Janicke-Bowles, S. H., & Vandenbosch, L. (2024) · Child Development · doi:10.1111/cdev.14101 · Cited by 13 · see citing works
Corcoran, E., Shaffer, E., Warner, M., & Gabrielli, J. (2022) · Computers in Human Behavior · doi:10.1016/j.chb.2022.107423 · Cited by 13 · see citing works
Piccardi, L., Burrai, J., Palmiero, M., Quaglieri, A., Lausi, G., Cordellieri, P., Fraschetti, A., Giannini, A. M., & Mari, E. (2023) · Heliyon · doi:10.1016/j.heliyon.2023.e18910 · Cited by 13 · see citing works
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Donati, D., Durante, R., Sobbrio, F., & Zejcirovic, D. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.4114775 · Cited by 12 · see citing works
The Effects of Social Media on Adolescent Mental Health
Walton, B., & Rizzolo, D. (2022) · Pediatrics and Neonatal Nursing - Open Journal · doi:10.17140/pnnoj-8-138 · Cited by 10 · see citing works
WHAT ARE KIDS DOING ONLINE? EVIDENCE FROM STUDIES ON ADOLESCENTS’ DIGITAL PRACTICES
Sysoeva, T. A., & Yaroshevskaya, S. V. (2022) · Moscow University Psychology Bulletin · doi:10.11621/vsp.2022.02.07 · Cited by 9 · see citing works
Deprivation's role in adolescent social media use and its links to life satisfaction
Kurten, S., Ghai, S., Odgers, C. L., Kievit, R., & Orben, A. C. (2024) · Computers in Human Behavior · doi:10.1016/j.chb.2024.108541 · Cited by 9 · see citing works
Self-citationMakitan, V., Glušac, D., Kavalić, M., & Stanisavljev, S. (2024) · Computers and Education Open · doi:10.1016/j.caeo.2024.100170 · Cited by 8 · see citing works
Child Online Safety Legislation (COSL) - A Primer
Marwick, A. E., Smith, J., Caplan, R., & Wadhawan, M. (2024) · doi:10.21428/bfcb0bff.de78f444 · Cited by 7 · see citing works
Trajectories of Perceived Technological Impairment and Psychological Distress in Adolescents
Burnell, K., & Odgers, C. L. (2022) · Journal of Youth and Adolescence · doi:10.1007/s10964-022-01679-1 · Cited by 7 · see citing works
Self-citationFrimpong, L. K., Mensah, S. L., Okyere, S. A., Abunyewah, M., Diko, S. K., Enning, S. B., & Attigah, J. M. (2022) · Smart and Sustainable Built Environment · doi:10.1108/sasbe-06-2022-0121 · Cited by 7 · see citing works
Lost in the Net? Broadband Internet and Youth Mental HealthPreprint
Donati, D., Durante, R., Sobbrio, F., & Zejcirovic, D. (2022) · SSRN Electronic Journal · doi:10.2139/ssrn.3949645 · Cited by 7 · see citing works
Global change in adolescent social media use (2018–2022): An ecological analysis across 28 countries
Marino, C., Bersia, M., Fürstová, J., Galeotti, T., van den Eijnden, R. J. J. M., Boniel‐Nissim, M., Pickett, W., Lenzi, M., Canale, N., Eriksson, C. C.-G., et al. (2025) · Computers in Human Behavior · doi:10.1016/j.chb.2025.108789 · Cited by 6 · see citing works
Esposito, C., Sulla, F., Toto, G. A., Berardinetti, V., Lavanga, A., Savino, F., Iuso, S., Logrieco, M. G., & Costa, M. E. P. A. (2024) · Behavioral Sciences · doi:10.3390/bs14111052 · Cited by 6 · see citing works
Chung, G. K.-K., Chan, Y.-H., Lee, T. S.-K., Chan, S., Chen, J., Wong, H., Chung, R. Y., & Ho, E. S. C. (2023) · Frontiers in Public Health · doi:10.3389/fpubh.2023.1136744 · Cited by 6 · see citing works
Magis‐Weinberg, L., & Davis, K. S. (2024) · Elsevier eBooks · doi:10.1016/b978-0-323-96023-6.00105-6 · Cited by 6 · see citing works
Health Literacy in Children and Adolescents: A Review of the State of the Art
Rubio, M. D. N., & Blay, C. (2023) · Medical Research Archives · doi:10.18103/mra.v11i6.3882 · Cited by 5 · see citing works
Review of Research on the Relationship Between Digital Technology Use and Child Development
Pavišić, K. P., Varga, V., Topić, M. K., & Merkaš, M. (2022) · Drustvena istrazivanja · doi:10.5559/di.31.2.08 · Cited by 5 · see citing works
Ma, W., Lin, X., Lou, J., Liu, Y., Tang, W. H., & Bao, Z. (2023) · Asia Pacific Education Review · doi:10.1007/s12564-023-09824-6 · Cited by 5 · see citing works
Lim, W., Theng, L. B., Chua, C., & Islam, F. M. A. (2021) · EAI Endorsed Transactions on Pervasive Health and Technology · doi:10.4108/eai.6-4-2021.169174 · Cited by 5 · see citing works
Hoffman, A. J., McGuire, L., Mathews, C. J., Joy, A., Law, F., Drews, M., Rutland, A., Hartstone‐Rose, A., Winterbottom, M., & Mulvey, K. L. (2023) · PLoS ONE · doi:10.1371/journal.pone.0282076 · Cited by 5 · see citing works
Ba, S., Hu, X., Kong, R., & Law, N. W. Y. (2022) · IEEE International Conference on Advanced Learning Technologies (ICALT) · doi:10.1109/icalt55010.2022.00059 · Cited by 4 · see citing works
Hernández, J. L. A., Pedraza, E. R., Guerra, L. F. B., & Zárate, F. I. L. (2023) · Psicología y Salud · doi:10.25009/pys.v34i1.2851 · Cited by 4 · see citing works
Henry, L. M., & Compas, B. (2023) · JAACAP Open · doi:10.1016/j.jaacop.2023.09.006 · Cited by 4 · see citing works
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Sánchez, S. L. C., & Etxague, I. (2023) · Comunicar · doi:10.3916/c76-2023-07 · Cited by 3 · see citing works
Odgers, C. L., Allen, N. B., Pfeifer, J. H., Dahl, R., Nesi, J. L., Schueller, S. M., Williams, J. L., & Scientific Council on Adolescence (2022) · doi:10.31234/osf.io/rvn8q · Cited by 3 · see citing works
Self-citationKollins, S. H., Flannery, J., Goetz, K., & Akre, S. (2025) · JMIR Research Protocols · doi:10.2196/69358 · Cited by 2 · see citing works
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Roelle, L., Miller, N., Catherall, D., Tandon, A. A., Pompa, A. G., Orr, W. B., & Silva, J. N. A. (2024) · American Journal of Pediatrics · doi:10.11648/j.ajp.20241004.22 · Cited by 2 · see citing works
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Sagre, S. (2023) · Sports Science & Health Advances · doi:10.60081/ssha.1.2.2023.128-133 · Cited by 2 · see citing works
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Charmaraman, L., Delcourt, C. G., Ben-Joseph, E. P., & Smucker, R. (2022) · Elsevier eBooks · doi:10.1016/b978-0-12-818872-9.00171-0 · Cited by 2 · see citing works
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Razum, J. (2023) · doi:10.17234/diss.2023.265864 · Cited by 2 · see citing works
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Al‐Thani, H. (2024) · Preprints.org · doi:10.20944/preprints202405.1273.v1 · Cited by 2 · see citing works
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Erfani, G., Steven, A., Young‐Murphy, L., Charlton, W., Luca, H. D., & Wilson, G. (2026) · PLoS ONE · doi:10.1371/journal.pone.0353185 · Cited by 1 · see citing works
Kogan, S. M., Anderson, T. N., Yu, T., Fisher, S. D., Ahn, S. J., & Beach, S. R. H. (2026) · Journal of Prevention · doi:10.1007/s10935-026-00939-1 · Cited by 1 · see citing works
Phan, Q. T., & Bảo, N. L. (2024) · Tạp chí Khoa học Thương mại · doi:10.54404/jts.2024.188v.07 · Cited by 1 · see citing works
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Self-citationCockerham, D., Tyler-Wood, T. L., & Lin, L. (2024) · Mind Brain and Education · doi:10.1111/mbe.12405 · Cited by 1 · see citing works
Legey, Â. L. C., da Silva, A. R., Silva, A. D. D. C. E., Machado, C. O., Antoniassi, S. G., & Höfelmann, D. A. (2021) · Research Society and Development · doi:10.33448/rsd-v10i2.12703
Szlyk, H. S., Singh, T., & Reyes‐Portillo, J. A. (2021) · Springer eBooks · doi:10.1007/978-3-030-82465-5_22
Waterman, E. A., Mullet, N. D., Zulfiqar, H., & McLain, M. (2022) · Elsevier eBooks · doi:10.1016/b978-0-323-91497-0.00112-0
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Canatan, B., Özbilge, G., & İPEK, E. (2023) · Sosyoekonomi · doi:10.17233/sosyoekonomi.2023.02.21
He, Z., Akinwunmi, B. O., & Ming, W. (2023) · Frontiers research topics · doi:10.3389/978-2-8325-3401-4
Kim, J., & Kim, M. (2024) · SSRN Electronic Journal · doi:10.2139/ssrn.4725207
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Ecklund, K. (2024) · Advances in early childhood and K-12 education · doi:10.4018/979-8-3693-1451-7.ch003
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(Investén-ISCIII), I. D. S. C. I. U. D. I. E. C. Y. S. D. S. (2023) · doi:10.4321/repisalud.19508
Mangilay, O. J., Rollo, C. R., Libdan, I., & Disca, B. Y. (2025) · Psychology and Education A Multidisciplinary Journal · doi:10.70838/pemj.380609
Howard, A., Gmiro, Y., Gunnell, K. E., & Tamminen, K. A. (2025) · doi:10.71240/lcyc.168925
Howard, A., Gmiro, Y., Gunnell, K. E., & Tamminen, K. A. (2025) · doi:10.71240/lcyc.168925.2
- Authors
- George, M. J., Jensen, M. R., Russell, M. A., Gassman-Pines, A., Copeland, W. E., Hoyle, R. H., & Odgers, C. L.
- Affiliations
- Purdue University West Lafayette (US)
- University of North Carolina at Greensboro (US)
- Pennsylvania State University (US)
- Duke University (US)
- Corresponding author
- George, Madeleine J.
- ORCID
- Venue
- The Journal of Pediatrics
- Publisher
- Elsevier BV
- Published
- 2020-04
- Volume
- 219
- Pages
- 180-187
- ISSN
- 0022-3476 (ISSN-L)
- PMC
- PMC7570431
- OpenAlex
- W3006471631
- Semantic Scholar
- 4d676501f8daff80459733797452cfbbfbe86eda
- Cited by
- 104
- References
- 25
- Citations by year
- 2026: 9 · 2025: 12 · 2024: 21 · 2023: 18 · 2022: 22 · 2021: 15 · 2020: 6 · 2019: 1
- FWCI
- 20.38
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- The Journal of Pediatrics (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Funders
- National Institute on Drug Abuse Center
- Jacobs Foundation
- Canadian Institute for Advanced Research
- Topics
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Social Sciences › Education › Child Development and Digital Technology
- Social Sciences › Gender Studies › Gender and Technology in Education
- Keywords
- early adolescents, digital technology use, mobile phone ownership, social media use, conduct problems, psychological distress, school belonging, academic performance, economic disadvantage, digital divide, youth welfare
- MeSH terms
- Problem Behavior, Adolescent, Child, Child Welfare, Cross-Sectional Studies, Female, Humans, Male, Internet, Cell Phone, Self Report, Social Media
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