Allen, H. K., Lilly, F., Beck, K. H., Vincent, K. B., & Arria, A. M. (2018). Graduate degree completion: Associations with alcohol and marijuana use before and after enrollment. Addictive Behaviors Reports, 9, 100156. https://doi.org/10.1016/j.abrep.2018.100156

Article  PubMed  PubMed Central  Google Scholar 

Arnett, J. J. (2000). Emerging adulthood: A theory of development from the late teens through the twenties. American Psychologist, 55(5), 469–480. https://doi.org/10.1037/0003-066X.55.5.469

Article  CAS  PubMed  Google Scholar 

Arnett, J. J. (2012). New Horizons in Research on Emerging and Young Adulthood. In A. Booth, S. L. Brown, N. S. Landale, W. D. Manning, & S. M. McHale (Eds.), Early Adulthood in a Family Context (pp. 231–244). Springer. https://doi.org/10.1007/978-1-4614-1436-0_15

Arterberry, B., Peterson, S., & Patrick, M. (2024). First semester college experiences: Associations with substance use and mental health. Addictive Behaviors Reports, 19(2024), 100552. https://doi.org/10.1016/j.abrep.2024.100552

Ashford, R. D., Bergman, B. G., Kelly, J. F., & Curtis, B. (2020). Systematic review: Digital recovery support services used to support substance use disorder recovery. Human Behavior and Emerging Technologies, 2(1), 18–32. https://doi.org/10.1002/hbe2.148

Article  Google Scholar 

Benson, K., Flory, K., Humphreys, K. L., & Lee, S. S. (2015). Misuse of stimulant medication among college students: A comprehensive review and meta-analysis. Clinical Child and Family Psychology Review, 18(1), 50–76. https://doi.org/10.1007/s10567-014-0177-z

Article  PubMed  Google Scholar 

Berman, A. H., Gajecki, M., Sinadinovic, K., & Andersson, C. (2016). Mobile interventions targeting risky drinking among university students: A review. Current Addiction Reports, 3(2), 166–174. https://doi.org/10.1007/s40429-016-0099-6

Article  PubMed  PubMed Central  Google Scholar 

Bonfiglio, N. S., Mascia, M. L., Cataudella, S., & Penna, M. P. (2022). Digital help for substance users (SU): A systematic review. International Journal of Environmental Research and Public Health, 19(18), 18. https://doi.org/10.3390/ijerph191811309

Article  Google Scholar 

Caldeira, K. M., Arria, A. M., O’Grady, K. E., Zarate, E. M., Vincent, K. B., & Wish, E. D. (2009). Prospective associations between alcohol and drug consumption and risky sex among female college students. Journal of Alcohol and Drug Education, 53(2), nihpa115858.

PubMed  PubMed Central  Google Scholar 

Carey, K. B., Scott-Sheldon, L. A. J., Elliott, J. C., Bolles, J. R., & Carey, M. P. (2009). Computer-delivered interventions to reduce college student drinking: A meta-analysis. Addiction, 104(11), 1807–1819. https://doi.org/10.1111/j.1360-0443.2009.02691.x

Article  PubMed  PubMed Central  Google Scholar 

Carey, K. B., Scott-Sheldon, L. A. J., Elliott, J. C., Garey, L., & Carey, M. P. (2012). Face-to-face versus computer-delivered alcohol interventions for college drinkers: A meta-analytic review, 1998 to 2010. Clinical Psychology Review, 32(8), 690–703. https://doi.org/10.1016/j.cpr.2012.08.001

Article  PubMed  PubMed Central  Google Scholar 

Carey, E., Ridler, I., Ford, T., & Stringaris, A. (2023). When is a “small effect” actually large and impactful? PsyArXiv. https://doi.org/10.31234/osf.io/v3fjk

Carney, T., & Myers, B. (2012). Effectiveness of early interventions for substance-using adolescents: Findings from a systematic review and meta-analysis. Substance Abuse Treatment, Prevention, and Policy, 7(1), 25. https://doi.org/10.1186/1747-597X-7-25

Article  PubMed  PubMed Central  Google Scholar 

Carreiro, S., Newcomb, M., Leach, R., Ostrowski, S., Boudreaux, E. D., & Amante, D. (2020). Current reporting of usability and impact of mHealth interventions for substance use disorder: A systematic review. Drug and Alcohol Dependence, 215, 108201. https://doi.org/10.1016/j.drugalcdep.2020.108201

Article  PubMed  PubMed Central  Google Scholar 

Carter, E. C., Schönbrodt, F. D., Gervais, W. M., & Hilgard, J. (2019). Correcting for bias in psychology: A comparison of meta-analytic methods. Advances in Methods and Practices in Psychological Science, 2(2), 115–144. https://doi.org/10.1177/2515245919847196

Article  Google Scholar 

CDC. (2024). About underage drinking. https://www.cdc.gov/alcohol/underage-drinking/index.html. Accessed 19 Dec 2024.

Champion, K. E., Parmenter, B., McGowan, C., Spring, B., Wafford, Q. E., Gardner, L. A., Thornton, L., McBride, N., Barrett, E. L., Teesson, M., Newton, N. C., Health4Life team. (2019). Effectiveness of school-based eHealth interventions to prevent multiple lifestyle risk behaviours among adolescents: A systematic review and meta-analysis. The Lancet Digital Health, 1(5), e206–e221. https://doi.org/10.1016/S2589-7500(19)30088-3

Article  PubMed  Google Scholar 

Cohen, J. (1988). Statistical power analysis for the behavioral sciences (2nd ed.). Erlbaum.

Google Scholar 

Cooper, H., Hedges, L., & Valentine, J. (2009). The handbook of research synthesis and meta-analysis (2nd ed.). Russell Sage Foundation.

Google Scholar 

Degenhardt, L., Stockings, E., Patton, G., Hall, W. D., & Lynskey, M. (2016). The increasing global health priority of substance use in young people. The Lancet Psychiatry, 3(3), 251–264. https://doi.org/10.1016/S2215-0366(15)00508-8

Article  PubMed  Google Scholar 

Dick, S., Whelan, E., Davoren, M. P., Dockray, S., Heavin, C., Linehan, C., & Byrne, M. (2019). A systematic review of the effectiveness of digital interventions for illicit substance misuse harm reduction in third-level students. BMC Public Health, 19(1), 1244. https://doi.org/10.1186/s12889-019-7583-6

Article  PubMed  PubMed Central  Google Scholar 

Dutra, L., Stathopoulou, G., Basden, S. L., Leyro, T. M., Powers, M. B., & Otto, M. W. (2008). A meta-analytic review of psychosocial interventions for substance use disorders. American Journal of Psychiatry, 165(2), 179–187. https://doi.org/10.1176/appi.ajp.2007.06111851

Article  PubMed  Google Scholar 

Elliott, J. C., Carey, K. B., & Bolles, J. R. (2008). Computer-based interventions for college drinking: A qualitative review. Addictive Behaviors, 33(8), 994–1005. https://doi.org/10.1016/j.addbeh.2008.03.006

Article  PubMed  PubMed Central  Google Scholar 

Gopiram, P., & Kishore, M. T. (2014). Psychosocial attributes of substance abuse among adolescents and young adults: A comparative study of users and non-users. Indian Journal of Psychological Medicine, 36(1), 58–61. https://doi.org/10.4103/0253-7176.127252

Article  PubMed  PubMed Central  Google Scholar 

Götz, F. M., Gosling, S. D., & Rentfrow, P. J. (2022). Small effects: The indispensable foundation for a cumulative psychological science. Perspectives on Psychological Science, 17(1), 205–215. https://doi.org/10.1177/1745691620984483

Article  PubMed  Google Scholar 

Gulliver, A., Farrer, L., Chan, J. K., Tait, R. J., Bennett, K., Calear, A. L., & Griffiths, K. M. (2015). Technology-based interventions for tobacco and other drug use in university and college students: A systematic review and meta-analysis. Addiction Science & Clinical Practice, 10(1), 5. https://doi.org/10.1186/s13722-015-0027-4

Article  Google Scholar 

Hai, A. H., Hammock, K., & Velasquez, M. M. (2019). The efficacy of technology-based interventions for alcohol and illicit drug use among women of childbearing age: A systematic review and meta-analysis. Alcoholism: Clinical and Experimental Research, 43(12), 2464–2479. https://doi.org/10.1111/acer.14203

Article  PubMed  Google Scholar 

Hedges, L. V., Tipton, E., & Johnson, M. C. (2010). Robust variance estimation in meta-regression with dependent effect size estimates. Research Synthesis Methods, 1(1), 39–65. https://doi.org/10.1002/jrsm.5

Article  PubMed  Google Scholar 

Hutton, A., Prichard, I., Whitehead, D., Thomas, S., Rubin, M., Sloand, E., Powell, T. W., Frisch, K., Newman, P., & Goodwin Veenema, T. (2020). mHealth interventions to reduce alcohol use in young people: A systematic review of the literature. Comprehensive Child and Adolescent Nursing, 43(3), 171–202. https://doi.org/10.1080/24694193.2019.1616008

Article  PubMed  Google Scholar 

Kazemi, D. M., Li, S., Levine, M. J., Auten, B., & Granson, M. (2021). Systematic review of smartphone apps as a mHealth intervention to address substance abuse in adolescents and adults. Journal of Addictions Nursing, 32(3), 180. https://doi.org/10.1097/JAN.0000000000000416

Article  PubMed  Google Scholar 

Kenne, D. R., Hamilton, K., Birmingham, L., Oglesby, W. H., Fischbein, R. L., & Delahanty, D. L. (2017). Perceptions of harm and reasons for misuse of prescription opioid drugs and reasons for not seeking treatment for physical or emotional pain among a sample of college students. Substance Use & Misuse, 52(1), 92–99. https://doi.org/10.1080/10826084.2016.1222619

Article  Google Scholar 

Kiluk, B. D., Ray, L. A., Walthers, J., Bernstein, M., Tonigan, J. S., & Magill, M. (2019). Technology-delivered cognitive-behavioral interventions for alcohol use: A meta-analysis. Alcoholism, Clinical and Experimental Research, 43(11), 2285–2295. https://doi.org/10.1111/acer.14189

Article  PubMed  PubMed Central  Google Scholar 

Leeman, R. F., Perez, E., Nogueira, C., & DeMartini, K. S. (2015). Very-brief, web-based interventions for reducing alcohol use and related problems among college students: a review. Frontiers in Psychiatry, 6, 1–14. https://doi.org/10.3389/fpsyt.2015.00129

Lin, L (Allison)., Casteel, D., Shigekawa, E., Weyrich, M. S., Roby, D. H., & McMenamin, S. B. (2019). Telemedicine-delivered treatment interventions for substance use disorders: A systematic review. Journal of Substance Abuse Treatment, 101, 38–49. https://doi.org/10.1016/j.jsat.2019.03.007

Article  PubMed  Google Scholar