Smartphones, social media use and youth mental health
Open accessAbstract
KEY POINTS In the last decade, increasing mental distress and treatment for mental health conditions among youth in North America has paralleled a steep rise in the use of smartphones and social media by children and adolescents. In Ontario, the proportion of teenagers reporting moderate to serious
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
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?
Several reviews used a broad and sometimes boundless operational definition of mental health, leading to inclusion of a multitude of outcomes including marihuana use, identity development, social support, (cyber)bullying, and/or academic performance.
“In addition, several reviews used a broad and sometimes even boundless (operational) definition of mental health, which led to the inclusion of a multitude of outcomes, including marihuana use, identity development, social support, (cyber)bullying, and/or academic performance [22,23,27,30].”
From Social media use and its impact on adolescent mental health: An umbrella review of the evidence. (2022) · cites this paper as [30]
Split into 2 atoms — 0 confirmed, 2 partially supported, 0 disputed, 0 misattributed, 0 unverifiable. Expand the claim to see per-atom verdicts.
Experimental — accuracy not yet measuredSome systematic and narrative reviews used qualifications of effect sizes such as 'substantial,' 'detrimental,' and 'deleterious.'
“However, some reviews were less nuanced in their conclusions and used qualifications of the effect sizes such as 'substantial,' 'detrimental,' and 'deleterious' [25,30,38].”
From Social media use and its impact on adolescent mental health: An umbrella review of the evidence. (2022) · cites this paper as [30]
In “Does social media addiction exist and can it affect mental health?” (page unavailable), this narrative review refers to possible “deleterious effects” of media multitasking. In “Do the effects of smartphones on social skills affect mental health?” (page unavailable), it describes social-media effects as potentially “detrimental” but also beneficial. It does not use “substantial” to qualify an effect size, and its discussion of individual differences is more nuanced than the citing sentence suggests. (LLM, conf=0.85)
Experimental — accuracy not yet measuredMost reviews interpreted the associations between social media use and mental health as weak or inconsistent, whereas a few qualified the same associations as substantial and deleterious.
“Results showed that most reviews interpreted the associations between social media use and mental health as 'weak' or 'inconsistent,' whereas a few qualified the same associations as 'substantial' and 'deleterious.'”
From Social media use and its impact on adolescent mental health: An umbrella review of the evidence. (2022) · cites this paper as [30]
In “Do the effects of smartphones on social skills affect mental health?” (page unavailable), the paper reports that one systematic review found associations with mental health and that effects could be detrimental or beneficial. It does not compare most reviews with a few reviews or characterize their findings as respectively weak or inconsistent versus substantial and deleterious. (LLM, conf=0.76)
Experimental — accuracy not yet measuredThe majority of reviews concluded that the reported associations of SMU with mental health were small to moderate, while some others interpreted these associations as serious, substantial, or detrimental.
“Although the majority of the reviews concluded that the reported associations of SMU with mental health were small to moderate, some others interpreted these associations as serious [30], substantial [48] or detrimental [25].”
From Social media use and its impact on adolescent mental health: An umbrella review of the evidence. (2022) · cites this paper as [30]
In “Do the effects of smartphones on social skills affect mental health?” (page unavailable), the paper reports that social media’s effects can be detrimental, supporting the point attached to this citation. It also says effects can be beneficial, depending on interactions and individual factors, so it does not characterize the associations as generally detrimental. (LLM, conf=0.84)
Experimental — accuracy not yet measuredThe data confirm an addictive consumption of mobile phones in young people, which leads to various pathologies.
“Los datos confirman un consumo adictivo del teléfono móvil en los jóvenes ( Han ; Kim , 2019; Rather ; Rather , 2019; Abi-Jaoude , Treurnicht-Naylor ; Pignatiello , 2020) que conduce a diversas patologías.”
From Redes sociales y consumo digital en jóvenes universitarios: economía de la atención y oligopolios de la comunicación en el siglo XXI (2020) · cites this paper as Abi-Jaoude, Treurnicht-Naylor; Pignatiello, 2020
In “Does social media addiction exist and can it affect mental health?” (page not supplied), the paper reports that high proportions of youth appear addicted to smartphones and describes associations with adverse outcomes. It also says there is no agreed definition of smartphone addiction and that much of the evidence cannot establish causality. The claim overstates these findings as confirmed addiction that leads to various pathologies. (LLM, conf=0.88)
Experimental — accuracy not yet measured
Time spent on SNS is associated with higher levels of depression, whereas emotional connectedness to SNS and the number of friends on SNS are unrelated to depression.
“For example, time spent on SNS is associated with higher levels of depression [17], whereas emotional connectedness to SNS ('intensity of use') [15] and the number of friends on SNS [16] are unrelated to depression.”
From Social media use and its impact on adolescent mental health: An umbrella review of the evidence. (2022) · cites this paper as [16]
The intensity of online activity is negatively associated with subjective well-being.
“However, recent studies have shown that the intensity of online activity is negatively associated with subjective well-being (37).”
From Effects of Short Video Addiction on the Motivation and Well-Being of Chinese Vocational College Students (2022) · cites this paper as [37]
The subjective well-being of individuals who use online activities intensely may be affected.
“and that the subjective well-being of individuals who use online activities intensely may be affected (7, 37).”
From Effects of Short Video Addiction on the Motivation and Well-Being of Chinese Vocational College Students (2022) · cites this paper as [37]
Addiction may negatively affect users' wellbeing.
“Several studies have found that addiction may negatively affect users' wellbeing”
From Effects of Short Video Addiction on the Motivation and Well-Being of Chinese Vocational College Students (2022) · cites this paper as [37]
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
Yaşlı Kadınlarda Üreme Sağlığı
Kokanalı, D., & Engin Üstün, Y. (n.d.) · DergiPark (Istanbul University) · Cited by 170,090 · see citing works
Motivational, emotional, and behavioral correlates of fear of missing out
Przybylski, A. K., Murayama, K., DeHaan, C. R., & Gladwell, V. (2013) · Computers in Human Behavior · doi:10.1016/j.chb.2013.02.014 · Cited by 3,932 · see citing works
Twenge, J. M., Joiner, T. E., Rogers, M. L., & Martin, G. N. (2018) · Clinical Psychological Science · doi:10.1177/2167702617723376 · Cited by 1,705 · see citing works
Twenge, J. M., Cooper, A. B., Joiner, T. E., Duffy, M. E., & Binau, S. G. (2019) · Journal of Abnormal Psychology · doi:10.1037/abn0000410 · Cited by 1,469 · see citing works
Chang, A.-M., Aeschbach, D., Duffy, J. F., & Czeisler, C. A. (2015) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1418490112 · Cited by 1,430 · see citing works
Holland, G., & Tiggemann, M. (2016) · Body Image · doi:10.1016/j.bodyim.2016.02.008 · Cited by 1,395 · see citing works
Chou, H.-T. G., & Edge, N. (2012) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2011.0324 · Cited by 1,166 · see citing works
Fardouly, J., Diedrichs, P. C., Vartanian, L. R., & Halliwell, E. (2015) · Body Image · doi:10.1016/j.bodyim.2014.12.002 · Cited by 1,009 · see citing works
How “phubbing” becomes the norm: The antecedents and consequences of snubbing via smartphone
Chotpitayasunondh, V., & Douglas, K. M. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.05.018 · Cited by 954 · see citing works
Beyens, I., Frison, E., & Eggermont, S. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.05.083 · Cited by 847 · see citing works
Brain Drain: The Mere Presence of One’s Own Smartphone Reduces Available Cognitive Capacity
Ward, A. F., Duke, K., Gneezy, A., & Bos, M. W. (2017) · Journal of the Association for Consumer Research · doi:10.1086/691462 · Cited by 787 · see citing works
Social Networking Sites, Depression, and Anxiety: A Systematic Review
Seabrook, E. M., Kern, M. L., & Rickard, N. S. (2016) · JMIR Mental Health · doi:10.2196/mental.5842 · Cited by 763 · see citing works
Twenge, J. M., Martin, G. N., & Campbell, W. K. (2018) · Emotion · doi:10.1037/emo0000403 · Cited by 750 · see citing works
Carter, B., Rees, P., Hale, L., Bhattacharjee, D., & Paradkar, M. S. (2016) · JAMA Pediatrics · doi:10.1001/jamapediatrics.2016.2341 · Cited by 718 · see citing works
Depression, anxiety, and smartphone addiction in university students- A cross sectional study
Matar Boumosleh, J., & Jaalouk, D. (2017) · PLOS ONE · doi:10.1371/journal.pone.0182239 · Cited by 668 · see citing works
Cha, S.-S., & Seo, B.-K. (2018) · Health Psychology Open · doi:10.1177/2055102918755046 · Cited by 592 · see citing works
Vogel, E. A., Rose, J. P., Okdie, B. M., Eckles, K., & Franz, B. (2015) · Personality and Individual Differences · doi:10.1016/j.paid.2015.06.026 · Cited by 545 · see citing works
Frison, E., & Eggermont, S. (2016) · Social Science Computer Review · doi:10.1177/0894439314567449 · Cited by 519 · see citing works
Why Interventions to Influence Adolescent Behavior Often Fail but Could Succeed
Yeager, D. S., Dahl, R. E., & Dweck, C. S. (2018) · Perspectives on Psychological Science · doi:10.1177/1745691617722620 · Cited by 512 · see citing works
Recent increases in depressive symptoms among US adolescents: trends from 1991 to 2018
Keyes, K. M., Gary, D., O’Malley, P. M., Hamilton, A., & Schulenberg, J. (2019) · Social Psychiatry and Psychiatric Epidemiology · doi:10.1007/s00127-019-01697-8 · Cited by 465 · see citing works
Marchant, A., Hawton, K., Stewart, A., Montgomery, P., Singaravelu, V., Lloyd, K., Purdy, N., Daine, K., & John, A. (2017) · PLoS ONE · doi:10.1371/journal.pone.0181722 · Cited by 464 · see citing works
The Facebook experiment: Quitting Facebook leads to higher levels of well-being
Tromholt, M. (2016) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2016.0259 · Cited by 419 · see citing works
Smartphone use undermines enjoyment of face-to-face social interactions
Dwyer, R. J., Kushlev, K., & Dunn, E. W. (2018) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2017.10.007 · Cited by 407 · see citing works
Hospitalization for Suicide Ideation or Attempt: 2008–2015
Plemmons, G., Hall, M., Doupnik, S., Gay, J., Brown, C., Browning, W., Casey, R., Freundlich, K., Johnson, D. P., Lind, C., et al. (2018) · Pediatrics · doi:10.1542/peds.2017-2426 · Cited by 405 · see citing works
Burrow, A. L., & Rainone, N. (2017) · Journal of Experimental Social Psychology · doi:10.1016/j.jesp.2016.09.005 · Cited by 385 · see citing works
Association of Facebook Use With Compromised Well-Being: A Longitudinal Study
Shakya, H. B., & Christakis, N. A. (2017) · American Journal of Epidemiology · doi:10.1093/aje/kww189 · Cited by 378 · see citing works
The consequences of media multitasking for youth: A review
van der Schuur, W. A., Baumgartner, S. E., Sumter, S. R., & Valkenburg, P. M. (2015) · Computers in Human Behavior · doi:10.1016/j.chb.2015.06.035 · Cited by 370 · see citing works
Ra, C. K., Cho, J., Stone, M. D., De La Cerda, J., Goldenson, N. I., Moroney, E., Tung, I., Lee, S. S., & Leventhal, A. M. (2018) · JAMA · doi:10.1001/jama.2018.8931 · Cited by 360 · see citing works
Problematic 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
Krasnova, H., Widjaja, T., Buxmann, P., Wenninger, H., & Benbasat, I. (2015) · Information Systems Research · doi:10.1287/isre.2015.0588 · Cited by 304 · see citing works
Twenge, J. M., Krizan, Z., & Hisler, G. (2017) · Sleep Medicine · doi:10.1016/j.sleep.2017.08.013 · Cited by 303 · see citing works
Mendoza, J. S., Pody, B. C., Lee, S., Kim, M., & McDonough, I. M. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2018.04.027 · Cited by 275 · see citing works
Burnette, C. B., Kwitowski, M. A., & Mazzeo, S. E. (2017) · Body Image · doi:10.1016/j.bodyim.2017.09.001 · Cited by 246 · see citing works
Ill Communication: Technology, distraction & student performance
Beland, L.-P., & Murphy, R. (2016) · Labour Economics · doi:10.1016/j.labeco.2016.04.004 · Cited by 236 · see citing works
Park, S. Y., & Baek, Y. M. (2018) · Computers in Human Behavior · doi:10.1016/j.chb.2017.10.028 · Cited by 221 · see citing works
Sampasa‐Kanyinga, H., Roumeliotis, P., & Xu, H. (2014) · PLoS ONE · doi:10.1371/journal.pone.0102145 · Cited by 216 · see citing works
Reducing Harm From Media: A Meta-Analysis of Parental Mediation
Chen, L., & Shi, J. J. (2018) · Journalism & Mass Communication Quarterly · doi:10.1177/1077699018754908 · Cited by 190 · see citing works
A Systematic Review of Social Media Use to Discuss and View Deliberate Self-Harm Acts
Dyson, M. P., Hartling, L., Shulhan, J., Chisholm, A., Milne, A., Sundar, P. D., Scott, S. D., & Newton, A. S. (2016) · PLoS ONE · doi:10.1371/journal.pone.0155813 · Cited by 187 · see citing works
The Scope of Nonsuicidal Self-Injury on YouTube
Lewis, S. P., Heath, N. L., St Denis, J. M., & Noble, R. (2011) · Pediatrics · doi:10.1542/peds.2010-2317 · Cited by 186 · see citing works
Cushing, C. C., Jensen, C. D., Miller, M. B., & Leffingwell, T. R. (2014) · Journal of Consulting and Clinical Psychology · doi:10.1037/a0036912 · Cited by 175 · see citing works
Kushlev, K., & Dunn, E. W. (2019) · Journal of Social and Personal Relationships · doi:10.1177/0265407518769387 · Cited by 162 · see citing works
Vernon, L., Modecki, K. L., & Barber, B. L. (2018) · Child Development · doi:10.1111/cdev.12836 · Cited by 152 · see citing works
Lewis, S. P., Heath, N. L., Sornberger, M. J., & Arbuthnott, A. E. (2012) · Journal of Adolescent Health · doi:10.1016/j.jadohealth.2012.01.013 · Cited by 142 · see citing works
Kim, B., & White, K. (2017) · International Journal of Adolescence and Youth · doi:10.1080/02673843.2017.1330696 · Cited by 120 · see citing works
Spiller, H. A., Ackerman, J. P., Spiller, N. E., & Casavant, M. J. (2019) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2019.02.045 · Cited by 119 · see citing works
Internet Addiction among Adolescents May Predict Self-Harm/Suicidal Behavior: A Prospective Study
Pan, P., & Yeh, C. (2018) · The Journal of Pediatrics · doi:10.1016/j.jpeds.2018.01.046 · Cited by 107 · see citing works
Weinstein, E. (2017) · Computers in Human Behavior · doi:10.1016/j.chb.2017.07.038 · Cited by 92 · see citing works
Sampasa‐Kanyinga, H., Hamilton, H. A., & Chaput, J. (2018) · Acta Paediatrica · doi:10.1111/apa.14210 · Cited by 84 · see citing works
Hökby, S., Hadlaczky, G., Westerlund, J., Wasserman, D., Balázs, J., Germanavičius, A., Machín, N., Mészáros, G., Sarchiapone, M., Värnik, A., et al. (2016) · JMIR Mental Health · doi:10.2196/mental.5925 · Cited by 74 · see citing works
Georgiades, K., Boylan, K., Duncan, L., Wang, L., Colman, I., Rhodes, A. E., Bennett, K., Comeau, J., Manion, I., Boyle, M. H., et al. (2019) · The Canadian Journal of Psychiatry · doi:10.1177/0706743719830031 · Cited by 62 · see citing works
Tatum, N. T., Olson, M. K., & Frey, T. K. (2018) · Communication Education · doi:10.1080/03634523.2017.1417615 · Cited by 37 · see citing works
Real-life closeness of social media contacts and depressive symptoms among university students
Shensa, A. S., Sidani, J. E., Escobar-Viera, C. G., Chu, K., Bowman, N. D., Knight, J. M., & Primack, B. A. (2018) · Journal of American College Health · doi:10.1080/07448481.2018.1440575 · Cited by 34 · see citing works
Royen, K. V., Poels, K., & Vandebosch, H. (2016) · Children and Youth Services Review · doi:10.1016/j.childyouth.2016.02.024 · Cited by 19 · see citing works
Strieter, L., Laddu, D., Sainsbury, J., & Arena, R. A. (2018) · Progress in Cardiovascular Diseases · doi:10.1016/j.pcad.2018.08.005 · Cited by 18 · see citing works
The Scope of Nonsuicidal Self-Injury on YouTube
(2011) · PEDIATRICS · doi:10.1542/peds.2010-2317d · Cited by 12 · see citing works
(2006) · Mental Health Practice · doi:10.7748/mhp.10.3.27.s31 · Cited by 11 · see citing works
Chen, Q., & Yan, Z. (2016) · Computers in Human Behavior · doi:10.1016/j.chb.2016.07.023 · Cited by 6 · see citing works
Barbero (2014) · doi:10.1016/j · Cited by 1 · see citing works
Flagged first, then by citations
Research works printed but not linked: 3
- [20]20. Basen I. You can't stop checking your phone because Silicon Valley designed it that way. CBC Radio 2018 Sept. 14. Available: www.cbc.ca/radio/thesundayedition /the-sunday-edition-september-16-2018-1.4822353/you-can-t-stop-checking-your -phone-because-silicon-valley-designed-it-that-way-1.4822360 (accessed 2019 Apr. 10).
- [55]55. Children and media tips from the American Academy of Pediatrics. Itasca (IL): American Academy of Pediatrics; 2018. Available: www.aap.org/en-us/about-the -aap/aap-press-room/news-features-and-safety-tips/Pages/Children-and-Media -Tips.aspx (accessed 2019 Oct. 15).
- [63]63. Charles AS. Chapter eleven: "There's a relationship": Negotiating cell phone use in the high school classroom. In Researching New Literacies: Design, Theory, and Data in Sociocultural Investigation. Bern (Switzerland): Peter Lang, International Academic Publishers; 2017. Available: www.peterlang.com/view /9781433138331 /xhtml/chapter11.xhtml (accessed 2019 Oct. 14).
Cited by
Sorted by citations
Torous, J., Bucci, S., Bell, I. H., Kessing, L. V., Faurholt‐Jepsen, M., Whelan, P., Carvalho, A. F., Keshavan, M., Linardon, J., & Firth, J. (2021) · World Psychiatry · doi:10.1002/wps.20883 · Cited by 1,199 · see citing works
Ellis, W. E., Dumas, T. M., & Forbes, L. M. (2020) · Canadian Journal of Behavioural Science / Revue canadienne des sciences du comportement · doi:10.1037/cbs0000215 · Cited by 830 · see citing works
Social media use and its impact on adolescent mental health: An umbrella review of the evidence.
Valkenburg, P. M., Meier, A., & Beyens, I. (2022) · Current opinion in psychology · doi:10.1016/j.copsyc.2021.08.017 · Cited by 767 · see citing works
Prowse, R., Sherratt, F., Abizaid, A. B., Gabrys, R. L., Hellemans, K. G. C., Patterson, Z. R., & McQuaid, R. J. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.650759 · Cited by 456 · see citing works
“In this regard, excessive social media use and its impacts on mental and well-being, including risk of depression, anxiety and suicide, has been of concern for several years (50, 58, 59).”
BackgroundRosenberg, H., Syed, S., & Rezaie, S. R. (2020) · Canadian Journal of Emergency Medicine · doi:10.1017/cem.2020.361 · Cited by 342 · see citing works
“Social media have been associated with increased mental distress, self-harm, and suicide.(2) Additionally, the spread of information is not limited by distance, such that the pandemic of fear can and has spread before the actual C-19 pandemic.”
BackgroundMerino, M., Tornero-Aguilera, J. F., Rubio-Zarapuz, A., Villanueva-Tobaldo, C. V., Martín-Rodríguez, A., & Clemente-Suárez, V. J. (2024) · Healthcare · doi:10.3390/healthcare12141396 · Cited by 349 · see citing works
“There is a growing need for policies and platform designs that prioritize user well-being, including measures to combat cyberbullying, reduce the emphasis on physical appearance, and increase the visibility of diverse and realistic content [60].”
BackgroundKeyes, K. M., & Platt, J. M. (2024) · Journal of Child Psychology and Psychiatry · doi:10.1111/jcpp.13864 · Cited by 253 · see citing works
The Impact of Social Media on the Mental Health of Adolescents and Young Adults: A Systematic Review
Khalaf, A. M., Alubied, A. A., Khalaf, A. M., & Rifaey, A. A. (2023) · Cureus · doi:10.7759/cureus.42990 · Cited by 252 · see citing works
“It is challenging to provide a succinct explanation of the effects that social media has on young people because it makes use of a range of different digital approaches [37,38].”
BackgroundBrailovskaia, J., Schillack, H., & Margraf, J. (2020) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106511 · Cited by 244 · see citing works
Ye, J.-H., Wu, Y.-T., Wu, Y.-F., Chen, M.-Y., & Ye, J.-N. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.847672 · Cited by 221 · see citing works
“Several studies have found that addiction may negatively affect users’ wellbeing and that the subjective wellbeing of individuals who use online activities intensely may be affected (7, 37).”
BackgroundNakshine, V. S., Thute, P. P., Khatib, M. N., & Sarkar, B. (2022) · Cureus · doi:10.7759/cureus.30051 · Cited by 208 · see citing works
“Women in their early adolescence and early years of adulthood are more likely than men to spend more time on social media, be subjected to higher risks of cyberbullying, and experience detrimental mental health issues, the aforementioned are proving to be consistent with the recent epidemiologic trends illustrating th…”
The youth mental health crisis: analysis and solutions
McGorry, P. D., Gunasiri, H., Mei, C., Rice, S., & Gao, C. X. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1517533 · Cited by 228 · see citing works
“Young people have high rates of self-harm, and suicide is a leading cause of death among them (90, 91).”
Social media usage and development of psychiatric disorders in childhood and adolescence: a review
Cataldo, I., Lepri, B., Neoh, M. J. Y., & Esposito, G. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2020.508595 · Cited by 186 · see citing works
“The aim of our review, compared to other recent publications [see (17, 18)], is to provide a detailed overview of not only the effect of social media in general but also of the associations between specific platforms and psychopathology.”
ResultMacFarlane, B. D., & Kushner, J. D. (2023) · Elsevier eBooks · doi:10.1016/b978-0-323-95630-7.00010-x · Cited by 172 · see citing works
Mobile Health (m-Health) in Retrospect: The Known Unknowns
Istepanian, R. S. H. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19073747 · Cited by 183 · see citing works
“The negative attributes of social networking, and the damaging psychological effects on younger children and adolescents, are being increasingly advocated with alarming levels worldwide [52,53].”
BackgroundZhang, J., Peng, C., & Chen, C. (2024) · Acta Psychologica · doi:10.1016/j.actpsy.2024.104351 · Cited by 125 · see citing works
Literacy in the Time of Artificial Intelligence
Kalantzis, M., & Cope, B. (2024) · Reading Research Quarterly · doi:10.1002/rrq.591 · Cited by 162 · see citing works
“The effects of endless social media scrolling on youth mental health have been widely questioned (Abi-Jaoude et al., 2020).”
Increasing Cybercrime Since the Pandemic: Concerns for Psychiatry
Monteith, S., Bauer, M., Alda, M., Geddes, J. R., Whybrow, P. C., & Glenn, T. (2021) · Current Psychiatry Reports · doi:10.1007/s11920-021-01228-w · Cited by 111 · see citing works
Ritvo, P., Ahmad, F., El Morr, C., Pirbaglou, M., Moineddin, R., & MVC Team (2021) · JMIR Mental Health · doi:10.2196/23491 · Cited by 75 · see citing works
“Strong arguments and reliable data support the perspective that online activities, particularly social media engagement, have unhealthy impacts for some youth populations [15-17].”
Effects of Social Media Use on Youth and Adolescent Mental Health: A Scoping Review of Reviews
Agyapong-Opoku, N., Agyapong-Opoku, F., & Greenshaw, A. J. (2025) · Behavioral Sciences · doi:10.3390/bs15050574 · Cited by 77 · see citing works
“Social media is also effective in its ability to prevent depression and suicide and ensure easy access to supports (Vidal et al., 2020) and by providing a sense of community (Abi-Jaoude et al., 2020; Popat & Tarrant, 2023).”
Zhang, X., Abbas, J., Shahzad, M. F., Shankar, A., Ercisli, S., & Dobhal, D. C. (2024) · Education and Information Technologies · doi:10.1007/s10639-023-12407-y · Cited by 88 · see citing works
“In past studies, some concerns about using social media and its influence on the mental health of adolescents, as dictated by the survey conducted in 2013, 2014, and 2015 that reported adverse consequences of using social media on mental health and life satisfaction (Abi-Jaoude et al., 2020).”
Skogen, J. C., Hjetland, G. J., Bøe, T., Hella, R. T., & Knudsen, A. K. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18063319 · Cited by 73 · see citing works
“This may be further accentuated by engagement in social comparison on social media [18].”
BackgroundErgün, N., Özkan, Z., & Griffiths, M. D. (2023) · Psychological Reports · doi:10.1177/00332941231166609 · Cited by 73 · see citing works
“Moreover, a recent review indicated that empirical studies (both cross-sectional and longitudinal) associate the use of smartphones and social media with increased mental health distress (Abi-Jaoude et al., 2020).”
Bertocchi, F., de Oliveira, A. C., Lucchetti, G., & Lucchetti, A. L. G. (2022) · Journal of Medical Systems · doi:10.1007/s10916-022-01839-7 · Cited by 72 · see citing works
“smartphone addiction) is associated with a greater prevalence of mental health problems [15, 16].”
BackgroundConstructing Dreams Using Generative AI
Ali, S., Ravi, P., Williams, R., DiPaola, D., & Breazeal, C. (2024) · Proceedings of the AAAI Conference on Artificial Intelligence · doi:10.1609/aaai.v38i21.30374 · Cited by 69 · see citing works
Throuvala, M. A., Pontes, H. M., Tsaousis, I., Griffiths, M. D., Rennoldson, M., & Kuss, D. J. (2021) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2021.642634 · Cited by 83 · see citing works
“Given the increasing mobile connectivity, providing access to social media via smartphones (110), and the frequent engagement with social content by emergent adults (111, 112), the use of social media measures (metacognitions and problematic social media use) were deemed appropriate to support the…”
Predictors of enhancing human physical attractiveness: Data from 93 countries
Kowal, M., Sorokowski, P., Pisanski, K., Valentová, J. V., Varella, M. A. C., Frederick, D. A., Al-Shawaf, L., García, F. E., Giammusso, I., Gjoneska, B., et al. (2022) · Evolution and Human Behavior · doi:10.1016/j.evolhumbehav.2022.08.003 · Cited by 69 · see citing works
Too much social media? Unveiling the effects of determinants in social media fatigue
Qin, C., Li, Y., Wang, T., Zhao, J., Tong, L., Yang, J., & Liu, Y. (2024) · Frontiers in Psychology · doi:10.3389/fpsyg.2024.1277846 · Cited by 84 · see citing works
Sala, L. L., Teh, Z., Lamblin, M., Rajaram, G., Rice, S., Hill, N. T. M., Thorn, P., Krysinska, K. E., & Robinson, J. (2021) · PLoS ONE · doi:10.1371/journal.pone.0253278 · Cited by 62 · see citing works
Merits and Pitfalls of Social Media as a Platform for Recruitment of Study Participants
Oudat, Q., & Bakas, T. (2023) · Journal of Medical Internet Research · doi:10.2196/47705 · Cited by 62 · see citing works
“Moreover, it is found that certain ethnic and racial groups tend to be more active on social media than others, again introducing significant selection bias to a study [16,17].”
Panayiotou, M., Black, L., Carmichael-Murphy, P., Qualter, P., & Humphrey, N. (2023) · Nature Mental Health · doi:10.1038/s44220-023-00063-7 · Cited by 62 · see citing works
Social media as a tool for oral health promotion: A systematic review
Farrokhi, F., Ghorbani, Z., Farrokhi, F., Namdari, M., & Salavatian, S. (2023) · PLoS ONE · doi:10.1371/journal.pone.0296102 · Cited by 60 · see citing works
“Teenagers today spend a significant amount of time using their smartphones [27].”
BackgroundChiu, M., Gatov, E., Fung, K., Kurdyak, P., & Guttmann, A. (2020) · Health Affairs · doi:10.1377/hlthaff.2020.00232 · Cited by 56 · see citing works
Social Media Use in E-Learning amid COVID 19 Pandemic: Indian Students’ Perspective
Sobaih, A. E. E., Palla, I. A., & Baquee, A. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19095380 · Cited by 57 · see citing works
Giraldo-Luque, S., & Fernández-Rovira, C. (2020) · El profesional de la información · doi:10.3145/epi.2020.sep.28 · Cited by 55 · see citing works
Steinsbekk, S., Nesi, J. L., & Wichstrøm, L. (2023) · Computers in Human Behavior · doi:10.1016/j.chb.2023.107859 · Cited by 57 · see citing works
Mancinelli, E., Ruocco, E., Napolitano, S., & Salcuni, S. (2021) · Comprehensive Psychiatry · doi:10.1016/j.comppsych.2021.152285 · Cited by 52 · see citing works
Rutter, L. A., Thompson, H. M., Howard, J., Riley, T. N., De Jesús-Romero, R., & Lorenzo-Luaces, L. (2021) · JMIR Mental Health · doi:10.2196/26134 · Cited by 51 · see citing works
“Emotional distress, marked by symptoms of depression and anxiety, has increased congruently with the rise of social media [12], raising the possibility that the two are causally connected.”
BackgroundSerious Games and AI: Challenges and Opportunities for Computational Social Science
Pérez, J., Castro, M., & López, G. (2023) · IEEE Access · doi:10.1109/access.2023.3286695 · Cited by 59 · see citing works
“have, particularly for children and adolescents [124], [125].”
BackgroundBrodersen, K., Hammami, N., & Katapally, T. R. (2022) · Youth · doi:10.3390/youth2010003 · Cited by 56 · see citing works
Nawaz, S. (2024) · Computers in Human Behavior Reports · doi:10.1016/j.chbr.2024.100424 · Cited by 49 · see citing works
Zhang, K., Li, P., Zhao, Y., Griffiths, M. D., Wang, J., & Zhang, M. X. (2023) · Psychology Research and Behavior Management · doi:10.2147/prbm.s414625 · Cited by 46 · see citing works
“The emotional disturbance was positively related to SMA, as results in previous studies have shown.(60,61) This present study further showed individuals with higher SMA reported a higher level of emotional disturbance, which in turn predicted poorer executive functioning.”
ResultAquatic exercise and mental health: A scoping review
Jackson, M., Kang, M., Furness, J. W., & Kemp‐Smith, K. (2022) · Complementary Therapies in Medicine · doi:10.1016/j.ctim.2022.102820 · Cited by 46 · see citing works
Throuvala, M. A., Griffiths, M., Rennoldson, M., & Kuss, D. (2021) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph18063227 · Cited by 42 · see citing works
Shiraly, R., Roshanfekr, A., Asadollahi, A., & Griffiths, M. D. (2024) · BMC Medical Education · doi:10.1186/s12909-024-05988-w · Cited by 67 · see citing works
Kaewpradit, K., Ngamchaliew, P., & Buathong, N. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1535631 · Cited by 43 · see citing works
“Prolonged usage, particularly through social media, fosters unhealthy comparisons and contributes to increased stress (6, 8, 9), while constant connectivity and frequent noti fi cations exacerbate anxiety (10, 11).”
Elvan, A., Cevik, S., Vatansever, K., & Erak, İ. (2024) · Scientific Reports · doi:10.1038/s41598-024-71153-4 · Cited by 40 · see citing works
“According to reports, university students spend an average of 4–5 h per day on their phones 42,43 .”
BackgroundPuyat, J. H., Ahmad, H., Avina-Galindo, A. M., Kazanjian, A., Gupta, A., Ellis, U. M., Ashe, M. C., Vila‐Rodriguez, F., Halli, P., Salmon, A., et al. (2020) · PLoS ONE · doi:10.1371/journal.pone.0243125 · Cited by 40 · see citing works
“More importantly, the guidelines could include reminders about the importance of healthy use of, or exposure to social media and news [54, 55], diet, sleep hygiene PLOS ONE A rapid review of home-based activities that can promote mental wellness during the COVID-19 pandemic”
BackgroundThe Impact of the COVID-19 “Infodemic” on Well-Being: A Cross-Sectional Study
Elbarazi, I., Saddik, B. A., Grivna, M., Aziz, F., Elsori, D., Stip, É., & Bendak, E. (2022) · Journal of Multidisciplinary Healthcare · doi:10.2147/jmdh.s346930 · Cited by 40 · see citing works
Children’s Safety on YouTube: A Systematic Review
Alqahtani, S. I., Yafooz, W. M. S., Alsaeedi, A., Syed, L., & Alluhaibi, R. (2023) · Applied Sciences · doi:10.3390/app13064044 · Cited by 45 · see citing works
Changing patterns of health risk in adolescence: implications for health policy
Mytton, O. T., Donaldson, L., Goddings, A., Mathews, G., Ward, J., Greaves, F., & Viner, R. (2024) · The Lancet Public Health · doi:10.1016/s2468-2667(24)00125-7 · Cited by 39 · see citing works
“20 In choosing these data, we sought to identify the important changes during this period and limited ourselves to figures from before the COVID19 pandemic to eliminate any pandemicspecific effects.”
Neural Networks for Clustered and Longitudinal Data Using Mixed Effects Models
Mandel, F., Ghosh, R. P., & Barnett, I. (2021) · Biometrics · doi:10.1111/biom.13615 · Cited by 41 · see citing works
“For example, increased depressive symptoms can co-occur with increased social isolation in some individuals, while in others there is increased social activity associated with depression (Teo, 2013; Abi-Jaoude et al., 2020).”
BackgroundMarzo, R. R., Chen, H. W. J., Ahmad, A., Thew, H. Z., Choy, J. S., Ng, C. H., Chew, C. L. A., Heidler, P., King, I., Shrestha, R., et al. (2024) · Archives of Public Health · doi:10.1186/s13690-023-01222-z · Cited by 38 · see citing works
Abuhamdah, S. M. A., & Naser, A. Y. (2023) · BMC Psychiatry · doi:10.1186/s12888-023-05322-6 · Cited by 37 · see citing works
“…related to sleep disorders including difficulty falling asleep [27], also, related to mental distress by making it harder to feel doing things that they have to do and interfere with their daily activity [29, 32], and these factors predicate smart phone addiction along with psychological distress.”
BackgroundDose-Dependent Association Between Body Mass Index and Mental Health and Changes Over Time
Chen, S.-Q., Zhang, H., Gao, M., Machado, D. B., Jin, H., Scherer, N., Sun, W., Sha, F., Smythe, T., Ford, T. J., et al. (2024) · JAMA psychiatry · doi:10.1001/jamapsychiatry.2024.0921 · Cited by 35 · see citing works
Witherspoon, D. P., White, R. M. B., Bámaca‐Colbert, M. Y., Browning, C. R., Leech, T. G. J., Leventhal, T., Matthews, S. A., Pinchak, N. P., Roy, A. L., Sugie, N. F., et al. (2023) · Monographs of the Society for Research in Child Development · doi:10.1111/mono.12472 · Cited by 41 · see citing works
Tibber, M., Zhao, J., & Butler, S. (2020) · Computers in Human Behavior · doi:10.1016/j.chb.2020.106371 · Cited by 33 · see citing works
Anxiety and depression amongst youth as adverse effects of using social media : A Review
Prasad, S., Souabni, S. A., Anugwom, G., Aneni, K., Anand, A., Urhi, A., Obi-Azuike, C., Gibson, T., Khan, A., & Oladunjoye, A. F. (2023) · Annals of Medicine and Surgery · doi:10.1097/ms9.0000000000001066 · Cited by 42 · see citing works
Machine Learning for Predicting Neurodevelopmental Disorders in Children
Toki, E. I., Tsoulos, I. G., Santamato, V., & Pange, J. (2024) · Applied Sciences · doi:10.3390/app14020837 · Cited by 35 · see citing works
Youth Perspectives on the Recommended Age of Mobile Phone Adoption: Survey Study
Richter, A., Adkins, V., & Selkie, E. (2022) · JMIR Pediatrics and Parenting · doi:10.2196/40704 · Cited by 34 · see citing works
Chemnad, K., Alshakhsi, S. A. A., Almourad, M. B., Altuwairiqi, M., Phalp, K. T., & Ali, R. (2022) · Informatics · doi:10.3390/informatics9040098 · Cited by 39 · see citing works
Liu, S., Lan, Y., Chen, B., He, G., & Jia, Y. (2022) · Frontiers in Public Health · doi:10.3389/fpubh.2022.869218 · Cited by 34 · see citing works
“A study in US found a smartphone use rate of 89% among those aged 13–17 (18).”
BackgroundBoutrin, M., & Williams, D. R. (2021) · Healthcare · doi:10.3390/healthcare9060673 · Cited by 35 · see citing works
Rong, F., Wang, M., Peng, C., Cheng, J., Ding, H., Wang, Y., & Yu, Y. (2023) · Addictive Behaviors · doi:10.1016/j.addbeh.2023.107725 · Cited by 33 · see citing works
Gingras, M.-P., Brendgen, M. R., Beauchamp, M. H., Séguin, J. R., Tremblay, R. E., Côté, S. M., & Herba, C. M. (2023) · Research on Child and Adolescent Psychopathology · doi:10.1007/s10802-023-01084-7 · Cited by 35 · see citing works
“For example, adolescents who maintain high levels of face-to-face interaction may be protected from potentially harm - ful effects of problematic use (Abi-Jaoude et al., 2020 ).”
BackgroundTibber, M., & Silver, E. (2022) · Cognitive Behaviour Therapy · doi:10.1017/s1754470x22000034 · Cited by 22 · see citing works
“…consistent, however, with evidence for a weak association between higher usage and poorer mental health (Abi-Jaoude et al ., 2020; Orben, 2020a), including symptoms of depression, anxiety and general distress (Abi-Jaoude et al ., 2020; Keles et al ., 2019; McCrae et al ., 2017; Orben, 2020a).”
Lin, S., Yuan, Z., Niu, G., Fan, C., & Hao, X. (2023) · International Journal of Mental Health and Addiction · doi:10.1007/s11469-023-01026-w · Cited by 39 · see citing works
“It is also noteworthy that social media use is mainly formed in early adolescence (Abi-Jaoude et al., 2020; CNNIC, 2020).”
Akbari, M., Bahadori, M. H., Khanbabaei, S., Milan, B. B., Jamshidi, S., & Potenza, M. N. (2023) · Addictive Behaviors · doi:10.1016/j.addbeh.2023.107802 · Cited by 30 · see citing works
Orsolini, L., Volpe, U., Albert, U., Carmassi, C., Carrà, G., Cirulli, F., Dell’Osso, B. M., Vecchio, V. D., Nicola, M. D., Giallonardo, V., et al. (2022) · Annals of General Psychiatry · doi:10.1186/s12991-022-00419-w · Cited by 36 · see citing works
Beyond Doomsday Fears: Why We Need to Consider the Potential Harms of AI Psychotherapy
Tekin, Ş., & Delehanty, M. (2025) · The American Journal of Bioethics · doi:10.1080/15265161.2025.2457724 · Cited by 29 · see citing works
“Given worries about the increased cell phone and social media use on mental health (Abi-Jaoude, Naylor, and Pignatiello 2020), an excessive use of these apps may create their own problems for the patients.”
Prevalence and underlying factors of mobile game addiction among university students in Bangladesh
Sayeed, M. A., Rasel, M. S. R., Habibullah, A. A., & Hossain, M. M. (2021) · Cambridge Prisms Global Mental Health · doi:10.1017/gmh.2021.34 · Cited by 30 · see citing works
“Starting from different types of addiction (mobile game addiction is one of them), it is also responsible for deadly acts such as attempts to suicide (Stravynski and Boyer, 2001; Chang et al., 2019; Abi-Jaoude et al., 2020).”
BackgroundSocial media use and well-being: a systematic review and meta-analysis
Ansari, S., Iqbal, N., Asif, R., Hashim, M., Farooqi, S. R., & Alimoradi, Z. (2024) · Cyberpsychology, Behavior, and Social Networking · doi:10.1089/cyber.2024.0001 · Cited by 32 · see citing works
“Notably, users ’ well-being is related to the growing use of social media apps, websites, the Internet, and electronic devices, 15 – 18 whereas the peak usage of social media platforms has resulted in certain changes in well-being.”
Mansfield, K. L., Puntis, S., Soneson, E., Cipriani, A., Geulayov, G., & Fazel, M. S. (2021) · BMJ Open · doi:10.1136/bmjopen-2021-052717 · Cited by 28 · see citing works
Vagka, E., Gnardellis, C., Lagiou, A., & Notara, V. (2024) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph21070920 · Cited by 35 · see citing works
“Nevertheless, the benefits of online platforms, such as media literacy, creativity, self-expression, sense of belonging, and civic participation, should not be underestimated [73].”
BackgroundDistance Learning during the COVID-19 Pandemic. A Comparison between European Countries
Katić, S., Ferraro, F., Ambra, F. I., & Iavarone, M. L. (2021) · Education Sciences · doi:10.3390/educsci11100595 · Cited by 27 · see citing works
Mancinelli, E., Sharka, O., Lai, T., Sgaravatti, E., & Salcuni, S. (2021) · Health Psychology Open · doi:10.1177/20551029211038811 · Cited by 27 · see citing works
“Moreover, NSSI has also been considered in association with SNSs (Abi-Jaoude et al., 2020; Arendt et al., 2019; Memon et al., 2018) as the spreading of the NSSI phenomenon has been observed to associate with greater SNSs use (Memon et al., 2018; Whitlock et al., 2006, 2009) as well as with Internet…”
BackgroundInfluentialSeptiana, N. Z. (2021) · Nusantara of Research Jurnal Hasil-hasil Penelitian Universitas Nusantara PGRI Kediri · doi:10.29407/nor.v8i1.15632 · Cited by 27 · see citing works
Draganidis, A., Fernando, A. N., West, M. L., & Sharp, G. (2024) · Social Science & Medicine · doi:10.1016/j.socscimed.2024.117231 · Cited by 36 · see citing works
Kerekes, N., Zouini, B., Tingberg, S., & Erlandsson, S. (2021) · Frontiers in Public Health · doi:10.3389/fpubh.2021.669958 · Cited by 26 · see citing works
Single-Item Happiness Measure Features Adequate Validity Among Adolescents
Lukoševičiūtė, J., Gariepy, G., Mabelis, J., Gaspar, T., Joffė-Luinienė, R., & Šmigelskas, K. (2022) · Frontiers in Psychology · doi:10.3389/fpsyg.2022.884520 · Cited by 30 · see citing works
“, 2018) which in turn are highly associated with self-directed violence among adolescents, including cases with suicidal intentions (Abi-Jaoude et al., 2020).”
BackgroundRifkin-Zybutz, R. P., Turner, N. L., Derges, J., Bould, H., Sedgewick, F., Gooberman‐Hill, R., Linton, M.-J., Moran, P., & Biddle, L. (2023) · JMIR Mental Health · doi:10.2196/44064 · Cited by 26 · see citing works
“It is also increasingly asserted that asking about digital technology use and its associated risks is an important part of a comprehensive assessment of young people during mental health consultations [8].”
Factors of heavy social media use among 13-year-old adolescents on weekdays and weekends
You, Y., Yang‐Huang, J., Raat, H., & van Grieken, A. (2023) · World Journal of Pediatrics · doi:10.1007/s12519-023-00690-1 · Cited by 26 · see citing works
“reported that heavy social media use could increase mental distress, self-injury behavior and suicidality among youth; moreover, there is a dose‒response relationship [6].”
BackgroundBiddle, L., Rifkin-Zybutz, R. P., Derges, J., Turner, N. L., Bould, H., Sedgewick, F., Gooberman‐Hill, R., Moran, P., & Linton, M.-J. (2022) · BMC Psychiatry · doi:10.1186/s12888-022-04093-w · Cited by 25 · see citing works
“Background Social media and internet use have been linked to poor mental health in children and young people by a significant body of empirical literature of varying study designs [1].”
BackgroundResultMontero-Mesa, L., Varela, F. F., Couñago, E. V., & Groba, A. R. (2023) · Education Sciences · doi:10.3390/educsci13101029 · Cited by 25 · see citing works
A nationwide study on time spent on social media and self-harm among adolescents
Tørmoen, A. J., Myhre, M. Ø., Kildahl, A. T., Walby, F. A., & Rossow, I. M. (2023) · Scientific Reports · doi:10.1038/s41598-023-46370-y · Cited by 25 · see citing works
“Furthermore, a review found a dose–response relationship between social media use and mental distress and suicidality among adolescents, most prominent among girls 22 .”
BackgroundSocial Media Use and its Impact on Adolescent Mental Health: An Umbrella Review of the EvidencePreprint
Valkenburg, P. M., Meier, A., & Beyens, I. (2021) · doi:10.31234/osf.io/y8zdg · Cited by 29 · see citing works
Assessing the impact of Instagram use and deliberate self‐harm in adolescents: A scoping review
Moss, C., Wibberley, C., & Witham, G. (2023) · International Journal of Mental Health Nursing · doi:10.1111/inm.13055 · Cited by 25 · see citing works
Wang, Y., Luo, Y., Yan, N., Mackay, L. E., Wang, Y., Wang, Y., Shiferaw, B. D., Shen, X., Zhu, Y., & Wang, W. (2024) · Addictive Behaviors · doi:10.1016/j.addbeh.2024.108170 · Cited by 26 · see citing works
Social Media and Adolescent Mental Health
Yue, Z., & Rich, M. (2023) · Current Pediatrics Reports · doi:10.1007/s40124-023-00298-z · Cited by 30 · see citing works
Marijuán, P. C., & Navarro, J. (2020) · Biosystems · doi:10.1016/j.biosystems.2020.104170 · Cited by 23 · see citing works
Lee, Y. L., Yang, B. X., Liu, Q., Luo, D., Kang, L., Yang, F., Ma, S., Lu, W., Chen-Li, D. C. J., Rosenblat, J. D., et al. (2020) · Psychiatry and Clinical Neurosciences · doi:10.1111/pcn.13101 · Cited by 23 · see citing works
“However, SM use is also associated with elevated risk for depression: greater symptoms of depression and loneliness are observed in young adults who use SM extensively.(7,8) Moreover, during public health crises, SM can aggravate public fear and panic: for example, SM networks have been implicated in the spread of fal…”
BackgroundHumer, E. C., Probst, T., Wagner‐Skacel, J., & Pieh, C. (2022) · International Journal of Environmental Research and Public Health · doi:10.3390/ijerph19159072 · Cited by 23 · see citing works
“Adolescents might also benefit from online access to productive mental health information, such as online inter‐ ventions for mental health or low barriers to resources such as crisis interventions [19].”
BackgroundLenzi, M., Elgar, F. J., Marino, C., Canale, N., Vieno, A., Berchialla, P., Stevens, G. W. J. M., Boniel‐Nissim, M., van den Eijnden, R. J. J. M., & Lyyra, N. (2022) · Information Communication & Society · doi:10.1080/1369118x.2022.2109981 · Cited by 23 · see citing works
“…research found PSMU was associated with psychological distress (Marino et al., 2018), somatic symptoms (Andreassen, 2015), lower school achievement (Van Den Eijnden et al., 2018), body image concerns and disordered eating (Holland & Tiggemann, 2016), and negative mood (Abi-Jaoude et al., 2020).”
BackgroundBallara, N. B. (2023) · International Journal of Research Publication and Reviews · doi:10.55248/gengpi.4.723.51227 · Cited by 22 · see citing works
Ethical Dimensions of Digital Phenotyping Within the Context of Mental Healthcare
D’Alfonso, S., Coghlan, S., Schmidt, S., & Mangelsdorf, S. N. (2024) · Journal of Technology in Behavioral Science · doi:10.1007/s41347-024-00423-9 · Cited by 22 · see citing works
“Excessive smartphone usage and the negative influences of social media have been posited as contributing to the prevalence of mental health issues, particularly in youth populations (Abi-Jaoude et al., 2020; Valkenburg et al., 2022).”
Zhu, C., Li, S., & Zhang, L. (2025) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2025.1542040 · Cited by 22 · see citing works
A taxonomy of social media for learning
Demir, M. (2024) · Computers & Education · doi:10.1016/j.compedu.2024.105091 · Cited by 35 · see citing works
Wong, 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
Mahmud, S., Jobayer, M. A. A., Salma, N., Mahmud, A., & Tamanna, T. (2023) · Health Science Reports · doi:10.1002/hsr2.1774 · Cited by 23 · see citing works
Association Between Social Media Use and Substance Use Among Middle and High School-Aged Youth
Liu, J., Charmaraman, L., & Bickham, D. S. (2024) · Substance Use & Misuse · doi:10.1080/10826084.2024.2320372 · Cited by 25 · see citing works
“However, studies have also found links between youth social media use and negative mental health outcomes including: social isolation, increased risk for anxiety and depression, decrease in self-acceptance, and cyberbullying (Cipolletta et al., 2020; Abi-Jaoude et al., 2020; Schønning et al., 2020).”
Background
- Authors
- Abi-Jaoude, E., Naylor, K. T., & Pignatiello, A.
- Affiliations
- University Health Network (CA)
- Venue
- Canadian Medical Association Journal
- Publisher
- CMA Impact Inc.
- Published
- 2020-02-09
- Volume
- 192
- Issue
- 6
- Pages
- E136-E141
- ISSN
- 0820-3946 (ISSN-L)
- 1488-2329
- PMC
- PMC7012622
- OpenAlex
- W3005199011
- Cited by
- 627
- References
- 58
- Citations by year
- 2026: 57 · 2025: 127 · 2024: 149 · 2023: 149 · 2022: 79 · 2021: 51 · 2020: 15
- FWCI
- 12.92
- Type
- journal article
- Language
- en
- Open access
- gold
- doi.org
- Locations
- Canadian Medical Association Journal (publishedVersion)
- Europe PMC (PubMed Central) (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- University of Toronto
- Topics
- Social Sciences › Sociology and Political Science › Impact of Technology on Adolescents
- Social Sciences › Education › Child Development and Digital Technology
- Social Sciences › Psychology › Clinical Psychology › Child and Adolescent Psychosocial and Emotional Development
- Keywords
- smartphones, social media use, youth mental health, adolescents, psychological distress, psychotherapy
- MeSH terms
- Smartphone, Adolescent, Mental Disorders, Child, Humans, Mental Health, Social Media
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