Acharya, N., Kar, P., Ally, M., & Soar, J. (2024). Predicting co-occurring mental health and substance use disorders in women: An automated machine learning approach. Applied Sciences, 14(4), 1630.
Agrawal, A., Tillman, R., Grucza, R. A., Nelson, E. C., McCutcheon, V. V., Few, L., et al. (2017). Reciprocal relationships between substance use and disorders and suicidal ideation and suicide attempts in the Collaborative Study of the Genetics of Alcoholism. Journal of Affective Disorders, 213, 96–104.
Article PubMed PubMed Central Google Scholar
Atias, D., Tuttnauer, A., Shomron, N., & Obolski, U. (2024Aug 1). Prediction of sustained opioid use in children and adolescents using machine learning. British Journal of Anaesthesia, 133(2), 351–359.
Article CAS PubMed Google Scholar
Bonar, E. E., Cunningham, R. M., Chermack, S. T., Blow, F. C., Barry, K. L., Booth, B. M., et al. (2014). Prescription drug misuse and sexual risk behaviors among adolescents and emerging adults. Journal of Studies on Alcohol and Drugs, 75(2), 259–268.
Article PubMed PubMed Central Google Scholar
Chaplin, T. M., Niehaus, C., & Gonçalves, S. F. (2018). Stress reactivity and the developmental psychopathology of adolescent substance use. Neurobiol Stress, 9, 133–139.
Article PubMed PubMed Central Google Scholar
Chung, J. H., & Park, Y. S. (2024). A study on the relationship between academic stress and mental health among high school students in South Korea. Research and Advances in Education, 3(1), 54–65.
Dunn MS, Kitts C, Lewis S, Goodrow B, Scherzer GD. 2011 Effects of youth assets on adolescent alcohol, tobacco, marijuana use, and sexual behavior. Journal of Alcohol and Drug Education 23–40.
Gobbi, G., Atkin, T., Zytynski, T., Wang, S., Askari, S., Boruff, J., et al. (2019). Association of cannabis use in adolescence and risk of depression, anxiety, and suicidality in young adulthood: A systematic review and meta-analysis. JAMA Psychiatry, 76(4), 426–434.
Article PubMed PubMed Central Google Scholar
Green, R., Wolf, B. J., Chen, A., Kirkland, A. E., Ferguson, P. L., Browning, B. D., et al. (2024). Predictors of substance use initiation by early adolescence. American Journal of Psychiatry, 181(5), 423–33.
Guttmannova, K., Oesterle, S., Skinner, M. L., Kuklinski, M. R., Hultgren, B., Rhew, I. C., et al. (2022). Substance-specific risk factors among young adults: Potential prevention targets across cannabis-permissive environments. Substance Use and Misuse, 57(13), 1923–1930.
Han, D. H., Lee, S., & Seo, D. C. (2020). Using machine learning to predict opioid misuse among US adolescents. Prev Med, 130, 105886.
Hoffmann, J. P. (2024). Self-control, peers, and adolescent substance use: An international analysis. Journal of Substance Use, 29(2), 246–251.
Jain B, Chitaliya H, Gopani M, Mehta N, Gawde A, Dhekane S. Enhancing mental health disorder detection: A hybrid classifier system using soft voting and ensemble methods.
Jang, K. W., Lee, H. K., Park, B. J., Kang, H. C., Lee, S. K., Kim, C. H., et al. (2023). Social stigma and discrimination toward people with drug addiction: A national survey in Korea. Psychiatry Investigation, 20(7), 671.
Article PubMed PubMed Central Google Scholar
Ji-hoon, K. (2024). Stress and coping mechanisms in South Korean high school students: Academic pressure, social expectations, and mental health support. Journal of Research in Social Science and Humanities, 3(5), 45–54.
Jing, Y., Hu, Z., Fan, P., Xue, Y., Wang, L., Tarter, R. E., et al. (2020). Analysis of substance use and its outcomes by machine learning I Childhood evaluation of liability to substance use disorder. Drug and Alcohol Dependence, 206, 107605.
Article CAS PubMed Google Scholar
Kim, D. H., & So, W. Y. (2017). The relationships between recreational drug abuse and school records among Korean adolescents. Journal of Child & Adolescent Substance Abuse, 26(1), 86–90.
Kim, E., Kwak, D. H., & Yun, M. (2010). Investigating the effects of peer association and parental influence on adolescent substance use: A study of adolescents in South Korea. Journal of Criminal Justice, 38(1), 17–24.
Kim, S., Kim, H., Kim, S., Lee, H., Hammoodi, A., Choi, Y., et al. (2025). Machine learning–based prediction of substance use in adolescents in three independent worldwide cohorts: Algorithm development and validation study. Journal of Medical Internet Research, 27, e62805.
Article PubMed PubMed Central Google Scholar
Korhonen, T., Kujala, U. M., Rose, R. J., & Kaprio, J. (2009). Physical activity in adolescence as a predictor of alcohol and illicit drug use in early adulthood: A longitudinal population-based twin study. Twin Research and Human Genetics, 12(3), 261–268.
Article PubMed PubMed Central Google Scholar
Kwon, M., Nam, E., & Lee, J. (2024). Poly-tobacco use and mental health in South Korean adolescents. Tob Induc Dis, 22, 10.
Article PubMed Central Google Scholar
Latimer, W., & Zur, J. (2010). Epidemiologic trends of adolescent use of alcohol, tobacco, and other drugs. Child and Adolescent Psychiatric Clinics, 19(3), 451–464.
MacArthur, G. J., Hickman, M., & Campbell, R. (2020). Qualitative exploration of the intersection between social influences and cultural norms in relation to the development of alcohol use behaviour during adolescence. British Medical Journal Open, 10(3), e030556.
Mayet, A., Legleye, S., Falissard, B., & Chau, N. (2012). Cannabis use stages as predictors of subsequent initiation with other illicit drugs among French adolescents: Use of a multi-state model. Addictive Behaviors, 37(2), 160–166.
Minehan, J. A., Newcomb, M. D., & Galaif, E. R. (2000). Predictors of adolescent drug use: Cognitive abilities, coping strategies, and purpose in life. Journal of Child & Adolescent Substance Abuse, 10(2), 33–52.
Ogilvie, D., Gruer, L., & Haw, S. (2005). Young people’s access to tobacco, alcohol, and other drugs. BMJ, 331(7513), 393–396.
Article PubMed PubMed Central Google Scholar
Park, S. Y. (2024). Predictive factors of substance misuse and abuse in South Korean adolescents: A secondary data analysis of the 2021 Youth Risk Behavior Web-based Survey. Child Health Nursing Research., 30(1), 67.
Article PubMed PubMed Central Google Scholar
Park, S., & Kim, Y. (2015). Prevalence, correlates, and associated psychological problems of substance use in Korean adolescents. BMC Public Health, 16, 1–9.
Park, S., & Song, H. (2016). Factors that affect adolescent drug users’ suicide attempts. Psychiatry Investigation, 13(3), 360.
Article PubMed PubMed Central Google Scholar
Pfoertner, T. K., Rathmann, K., Elgar, F. J., de Looze, M., Hofmann, F., Ottova-Jordan, V., et al. (2014). Adolescents’ psychological health complaints and the economic recession in late 2007: A multilevel study in 31 countries. The European Journal of Public Health, 24(6), 961–967.
Picoito, J., Santos, C., & Nunes, C. (2021). Emotional and behavioural pathways to adolescent substance use and antisocial behaviour: Results from the UK Millennium Cohort Study. European Child and Adolescent Psychiatry, 30(11), 1813–1823.
Pielech, M., Lunde, C. E., Becker, S. J., Vowles, K. E., & Sieberg, C. B. (2020). Comorbid chronic pain and opioid misuse in youth: Knowns, unknowns, and implications for behavioral treatment. American Psychologist, 75(6), 811.
Quah, Y., Jung, S., Chan, J. Y. L., Ham, O., Jeong, J. S., Kim, S., et al. (2024). Predictive biomarkers for embryotoxicity: A machine learning approach to mitigating multicollinearity in RNA-Seq. Archives of Toxicology, 98(12), 4093–4105.
Article CAS PubMed Google Scholar
Scoppetta, O., & Castaño, G. A. (2019). Early drug consumption and subsequent risk of illicit drug use in Colombia. Addictive Disorders & Their Treatment, 18(1), 10–14.
Simonton, A. J., Young, C. C., & Johnson, K. E. (2018). Physical activity interventions to decrease substance use in youth: A review of the literature. Substance Use and Misuse, 53(12), 2052–2068.
Steare, T., Muñoz, C. G., Sullivan, A., & Lewis, G. (2023). The association between academic pressure and adolescent mental health problems: A systematic review. Journal of Affective Disorders, 339, 302–17.
Supreme Prosecutors’ Office. 2023 Drug Crime White Paper. Seoul, South Korea; 2023.
Comments (0)