Association Between Social Media Use and Substance Use Among Middle and High School-Aged Youth

References

• Abi-Jaoude, E., Naylor, K. T., & Pignatiello, A. (2020). Smartphones, social media use and youth mental health. CMAJ: Canadian Medical Association Journal = Journal de L'Association Medicale Canadienne, 192(6), E136–E141. https://doi.org/10.1503/cmaj.190434
   PubMed Web of Science ®Google Scholar
• Anderson, M., & Jiang, J. T. (2018). Pew Research Center. Published 2018. Accessed March 6, 2020. https://www.pewresearch.org/internet/2018/05/31/teens-social-media-technology-2018/
   Google Scholar
• Bernat, D., Gasquet, N., Wilson, K. O. D., Porter, L., & Choi, K. (2018). Electronic cigarette harm and benefit perceptions and use among youth. American Journal of Preventive Medicine, 55(3), 361–367. https://doi.org/10.1016/j.amepre.2018.04.043
   PubMed Web of Science ®Google Scholar
• Bhatia, D., Lewis, B., Farrior, H., Moore, A., & Nixon, S. J. (2023). Substance familiarity in middle childhood and adolescent substance use. Drug and Alcohol Dependence, 250, 110892. https://doi.org/10.1016/j.drugalcdep.2023.110892
   PubMed Web of Science ®Google Scholar
• Buja, A., Gallimberti, L., Chindamo, S., Lion, C., Terraneo, A., Rivera, M., Marini, E., Gomez-Perez, L. J., Scafato, E., & Baldo, V. (2018). Problematic social networking site usage and substance use by young adolescents. BMC Pediatrics, 18(1), 367. https://doi.org/10.1186/s12887-018-1316-3
   PubMedGoogle Scholar
• Camenga, D., Gutierrez, K. M., Kong, G., Cavallo, D., Simon, P., & Krishnan-Sarin, S. (2018). E-cigarette advertising exposure in e-cigarette naïve adolescents and subsequent e-cigarette use: A longitudinal cohort study. Addictive Behaviors, 81, 78–83. https://doi.org/10.1016/j.addbeh.2018.02.008
   PubMed Web of Science ®Google Scholar
• Charmaraman, L., Hodes, R., & Richer, A. M. (2021). Young sexual minority adolescent experiences of self-expression and isolation on social media: Cross-sectional survey study. JMIR Mental Health, 8(9), e26207. https://doi.org/10.2196/26207
   PubMed Web of Science ®Google Scholar
• Charmaraman, L., Lynch, A. D., Richer, A. M., & Grossman, J. M. (2022). Associations of early social media initiation on digital behaviors and the moderating role of limiting use. Computers in Human Behavior, 127, 107053. https://doi.org/10.1016/j.chb.2021.107053
   PubMed Web of Science ®Google Scholar
• Charmaraman, L., Lynch, A. D., Richer, A. M., & Zhai, E. (2022). Examining early adolescent positive and negative social technology behaviors and well-being during the COVID-19 pandemic. Technology, Mind, and Behavior, 3(1). https://doi.org/10.1037/tmb0000062
   PubMedGoogle Scholar
• Cipolletta, S., Malighetti, C., Cenedese, C., & Spoto, A. (2020). How can adolescents benefit from the use of social networks? The iGeneration on Instagram. International Journal of Environmental Research and Public Health, 17(19), 6952. https://doi.org/10.3390/ijerph17196952
   PubMed Web of Science ®Google Scholar
• Crone, E. A., & Konijn, E. A. (2018). Media use and brain development during adolescence. Nature Communications, 9(1), 588. https://doi.org/10.1038/s41467-018-03126-x
   PubMed Web of Science ®Google Scholar
• Crosnoe, R., & Johnson, M. K. (2011). Research on adolescence in the twenty-first century. Annual Review of Sociology, 37(1), 439–460. https://doi.org/10.1146/annurev-soc-081309-150008
   PubMed Web of Science ®Google Scholar
• Davis, J. P., Pedersen, E. R., Tucker, J. S., Dunbar, M. S., Seelam, R., Shih, R., & D'Amico, E. J. (2019). Long-term associations between substance use-related media exposure, descriptive norms, and alcohol use from adolescence to young adulthood. Journal of Youth and Adolescence, 48(7), 1311–1326. https://doi.org/10.1007/s10964-019-01024-z
   PubMed Web of Science ®Google Scholar
• Dziura, J. D., Post, L. A., Zhao, Q., Fu, Z., & Peduzzi, P. (2013). Strategies for dealing with missing data in clinical trials: From design to analysis. The Yale Journal of Biology and Medicine, 86(3), 343–358.
   PubMedGoogle Scholar
• Evans, W., Andrade, E., Goldmeer, S., Smith, M., Snider, J., & Girardo, G. (2017). The living the example social media substance use prevention program: A pilot evaluation. JMIR Mental Health, 4(2), e24. https://doi.org/10.2196/mental.7839
   PubMed Web of Science ®Google Scholar
• Evans, W., Andrade, E., Pratt, M., Mottern, A., Chavez, S., Calzetta-Raymond, A., & Gu, J. (2020). Peer-to-peer social media as an effective prevention strategy: Quasi-experimental evaluation. JMIR mHealth and uHealth, 8(5), e16207. https://doi.org/10.2196/16207
   PubMed Web of Science ®Google Scholar
• Fergie, G., Hunt, K., & Hilton, S. (2016). Social media as a space for support: Young adults’ perspectives on producing and consuming user-generated content about diabetes and mental health. Social Science & Medicine (1982), 170, 46–54. https://doi.org/10.1016/j.socscimed.2016.10.006
   PubMed Web of Science ®Google Scholar
• Gardner, M., & Steinberg, L. (2005). Peer influence on risk taking, risk preference, and risky decision making in adolescence and adulthood: An experimental study. Developmental Psychology, 41(4), 625–635. https://doi.org/10.1037/0012-1649.41.4.625
   PubMed Web of Science ®Google Scholar
• Geusens, F., Lewis, M. A., Dumas, T. M., & Litt, D. M. (2023). First comes substance use, then comes social media posts? Examining the temporal ordering and relative strength of relations across alcohol, tobacco and marijuana use and posting behavior. Health Communication, 1–12. https://doi.org/10.1080/10410236.2023.2207241
   PubMed Web of Science ®Google Scholar
• Hamilton, J. L., Nesi, J., & Choukas-Bradley, S. (2022). Reexamining social media and socioemotional well-being among adolescents through the lens of the COVID-19 pandemic: A theoretical review and directions for future research. Perspectives on Psychological Science: A Journal of the Association for Psychological Science, 17(3), 662–679. https://doi.org/10.1177/17456916211014189
   PubMedGoogle Scholar
• Herold, R., Boykan, R., Eliscu, A., Alcalá, H. E., & Goniewicz, M. L. (2021). Association between friends’ use of nicotine and Cannabis and intake of both substances among adolescents. International Journal of Environmental Research and Public Health, 18(2), 695. https://doi.org/10.3390/ijerph18020695
   PubMed Web of Science ®Google Scholar
• Huang, G. C., Unger, J. B., Soto, D., Fujimoto, K., Pentz, M. A., Jordan-Marsh, M., & Valente, T. W. (2014). Peer influences: The impact of online and offline friendship networks on adolescent smoking and alcohol use. The Journal of Adolescent Health: Official Publication of the Society for Adolescent Medicine, 54(5), 508–514. https://doi.org/10.1016/j.jadohealth.2013.07.001
   PubMed Web of Science ®Google Scholar
• Hughes, M. E., Waite, L. J., Hawkley, L. C., & Cacioppo, J. T. (1999). A short scale for measuring loneliness in large surveys: Results from two population-based studies NIH public access. Vol 26.
   Google Scholar
• Jackson, K. M., Janssen, T., & Gabrielli, J. (2018). Media/marketing influences on adolescent and young adult substance abuse. Current Addiction Reports, 5(2), 146–157. https://doi.org/10.1007/s40429-018-0199-6
   PubMedGoogle Scholar
• Kaur, N., Rutherford, C. G., Martins, S. S., & Keyes, K. M. (2020). Associations between digital technology and substance use among U.S. adolescents: Results from the 2018 monitoring the future survey. Drug and Alcohol Dependence, 213, 108124. https://doi.org/10.1016/j.drugalcdep.2020.108124
   PubMed Web of Science ®Google Scholar
• Kavuluru, R., Han, S., & Hahn, E. J. (2019). On the popularity of the USB flash drive-shaped electronic cigarette Juul. Tobacco Control, 28(1), 110–112. https://doi.org/10.1136/tobaccocontrol-2018-054259
   PubMed Web of Science ®Google Scholar
• Lenhart, A., Perrin, A., Assistant, R., Stepler, R., Rainie, L., & Parker, K. (2015). About this report. www.pewresearch.orghttp://www.pewinternet.org/2015/04/09/teens-social-media-technology-2015.
   Google Scholar
• Ling, P. M., & Glantz, S. A. (2002). Why and how the tobacco industry sells cigarettes to young adults: Evidence from industry documents. American Journal of Public Health, 92(6), 908–916. https://doi.org/10.2105/ajph.92.6.908
   PubMed Web of Science ®Google Scholar
• Litt, D. M., & Stock, M. L. (2011). Adolescent alcohol-related risk cognitions: The roles of social norms and social networking sites. Psychology of Addictive Behaviors: Journal of the Society of Psychologists in Addictive Behaviors, 25(4), 708–713. https://doi.org/10.1037/a0024226
   PubMed Web of Science ®Google Scholar
• Liu, J., Gaiha, S. M., & Halpern-Felsher, B. (2020). A breath of knowledge: Overview of current adolescent e-cigarette prevention and cessation programs. Current Addiction Reports, 7(4), 520–532. https://doi.org/10.1007/s40429-020-00345-5
   PubMedGoogle Scholar
• Liu, J., Gaiha, S. M., & Halpern-Felsher, B. (2022). School-based programs to prevent adolescent e-cigarette use: A report card. Current Problems in Pediatric and Adolescent Health Care, 52(6), 101204. https://doi.org/10.1016/j.cppeds.2022.101204
   PubMed Web of Science ®Google Scholar
• Liu, J., McLaughlin, S., Lazaro, A., & Halpern-Felsher, B. (2020). What does it meme? A qualitative analysis of adolescents’ perceptions of tobacco and Marijuana messaging. Public Health Reports (Washington, D.C.: 1974), 135(5), 578–586. https://doi.org/10.1177/0033354920947399
   PubMed Web of Science ®Google Scholar
• Liu, J., Ramamurthi, D., & Halpern-Felsher, B. (2021). Inside the adolescent voice: A qualitative analysis of the appeal of different tobacco products. Tobacco Induced Diseases, 19, 15. https://doi.org/10.18332/TID/132856
   PubMed Web of Science ®Google Scholar
• Liu, J., Tan, A. S. L., Winickoff, J. P., & Rees, V. W. (2023). Correlates of adolescent sole-, dual- and poly-use of cannabis, vaped nicotine, and combusted tobacco. Addictive Behaviors, 146, 107804. https://doi.org/10.1016/j.addbeh.2023.107804
   PubMed Web of Science ®Google Scholar
• Liu, J., Vázquez-Otero, C., Berman, M. L., & Stevens, E. M. (2023). Youth-appealing features in popular e-cigarette brand advertising in the USA after heightened scrutiny in 2018. Tobacco Control, 32(4), 497–500. https://doi.org/10.1136/tobaccocontrol-2021-056720
   PubMed Web of Science ®Google Scholar
• McCloskey, W., Iwanicki, S., Lauterbach, D., Giammittorio, D. M., & Maxwell, K. (2015). Are facebook “friends” helpful? Development of a Facebook-based measure of social support and examination of relationships among depression, quality of life, and social support. Cyberpsychology, Behavior and Social Networking, 18(9), 499–505. https://doi.org/10.1089/cyber.2014.0538
   PubMed Web of Science ®Google Scholar
• Miech, R., Patrick, M. E., Keyes, K., O'Malley, P. M., & Johnston, L. (2021). Adolescent drug use before and during U.S. national COVID-19 social distancing policies. Drug and Alcohol Dependence, 226, 108822. https://doi.org/10.1016/j.drugalcdep.2021.108822
   PubMed Web of Science ®Google Scholar
• Moreno, M. A., Arseniev-Koehler, A., & Selkie, E. (2016). Development and testing of a 3-item screening tool for problematic internet use. The Journal of Pediatrics, 176, 167–172.e1. https://doi.org/10.1016/j.jpeds.2016.05.067
   PubMed Web of Science ®Google Scholar
• National Institute on Drug Abuse (NIDA). Monitoring the future. Published online (2021).
   Google Scholar
• Nelemans, S. A., Meeus, W. H. J., Branje, S. J. T., Van Leeuwen, K., Colpin, H., Verschueren, K., & Goossens, L. (2019). Social anxiety scale for adolescents (SAS-A) short form: Longitudinal measurement invariance in two community samples of youth. Assessment, 26(2), 235–248. https://doi.org/10.1177/1073191116685808
   PubMed Web of Science ®Google Scholar
• Nesi, J., Choukas-Bradley, S., & Prinstein, M. J. (2018). Transformation of adolescent peer relations in the social media context: Part 2—Application to peer group processes and future directions for research. Clinical Child and Family Psychology Review, 21(3), 295–319. https://doi.org/10.1007/s10567-018-0262-9
   PubMed Web of Science ®Google Scholar
• Nesi, J., Rothenberg, W. A., Hussong, A. M., & Jackson, K. M. (2017). Friends’ alcohol-related social networking site activity predicts escalations in adolescent drinking: Mediation by peer norms. The Journal of Adolescent Health: Official Publication of the Society for Adolescent Medicine, 60(6), 641–647. https://doi.org/10.1016/j.jadohealth.2017.01.009
   PubMed Web of Science ®Google Scholar
• Pokhrel, P., Fagan, P., Herzog, T. A., Laestadius, L., Buente, W., Kawamoto, C. T., Lee, H.-R., & Unger, J. B. (2018). Social media e-cigarette exposure and e-cigarette expectancies and use among young adults. Addictive Behaviors, 78, 51–58. https://doi.org/10.1016/j.addbeh.2017.10.017
   PubMed Web of Science ®Google Scholar
• R Team Core. R: A language and environment for statistical computing. Published online (2020).
   Google Scholar
• Riehm, K. E., Feder, K. A., Tormohlen, K. N., Crum, R. M., Young, A. S., Green, K. M., Pacek, L. R., La Flair, L. N., & Mojtabai, R. (2019). Associations between time spent using social media and internalizing and externalizing problems among US youth. JAMA Psychiatry, 76(12), 1266–1273. https://doi.org/10.1001/jamapsychiatry.2019.2325
   PubMed Web of Science ®Google Scholar
• Romer, D., & Moreno, M. (2017). Digital media and risks for adolescent substance abuse and problematic gambling. Vol 140.
   Google Scholar
• Schaefer, D. R., Adams, J., & Haas, S. A. (2013). Social networks and smoking: Exploring the effects of peer influence and smoker popularity through simulations. Health Education & Behavior: The Official Publication of the Society for Public Health Education, 40(1 Suppl), 24S–32S. https://doi.org/10.1177/1090198113493091
   PubMedGoogle Scholar
• Schønning, V., Hjetland, G. J., Aarø, L. E., & Skogen, J. C. (2020). Social media use and mental health and well-being among adolescents—A scoping review. Frontiers in Psychology, 11, 1949. https://doi.org/10.3389/fpsyg.2020.01949
   PubMed Web of Science ®Google Scholar
• Sullivan, R. M., Wade, N. E., Wallace, A. L., Tapert, S. F., Pelham, W. E., Brown, S. A., Cloak, C. C., Feldstein Ewing, S. W., Madden, P. A. F., Martz, M. E., Ross, J. M., Kaiver, C. M., Wirtz, H. G., Heitzeg, M. M., & Lisdahl, K. M. (2022). Substance use patterns in 9 to 13-year-olds: Longitudinal findings from the adolescent brain cognitive development (ABCD) study. Drug and Alcohol Dependence Reports, 5, 100120. https://doi.org/10.1016/j.dadr.2022.100120
   PubMedGoogle Scholar
• Tanski, S., Emond, J., Stanton, C., Kirchner, T., Choi, K., Yang, L., Ryant, C., Robinson, J., & Hyland, A. (2019). Youth access to tobacco products in the United States: Findings from Wave 1 (2013–2014) of the population assessment of tobacco and health study. Nicotine & Tobacco Research: Official Journal of the Society for Research on Nicotine and Tobacco, 21(12), 1695–1699. https://doi.org/10.1093/ntr/nty238
   PubMed Web of Science ®Google Scholar
• Villanti, A. C., Johnson, A. L., Ilakkuvan, V., Jacobs, M. A., Graham, A. L., & Rath, J. M. (2017). Social media use and access to digital technology in US young adults in 2016. Journal of Medical Internet Research, 19(6), e196. https://doi.org/10.2196/jmir.7303
   PubMed Web of Science ®Google Scholar
• Vogels, E. A., Gelles-Watnick, R., & Massarat, N. (2022). Teens, social media and technology. Pew Research Center.
   Google Scholar