A Gender Differences in Psychosocial of Adolescent Behavioral and Subtace Addiction: A Comparative Quantitative Study

Abstract

Adolescent behavioural and substance-related addictive tendencies have become an increasing concern due to their potential impact on mental well-being and academic performance. However, research on the psychosocial contexts associated with these tendencies has been limited, especially from a gender perspective. This study aimed to investigate gender-related differences in self-reported addiction symptoms and related psychosocial triggers among adolescents. A quantitative comparative design was used, involving 92 high school students in East Java. Data were collected using a self-administered screening questionnaire comprising 12 items across four dimensions: psychological stress, family pressure, social pressure, and social media influence. Descriptive statistics and independent samples t-tests were conducted using SPSS Statistics. Descriptively, participants reported the highest mean media influence scores. Female respondents reported slightly higher mean values on several dimensions; however, no statistically significant gender differences were found in overall addiction symptom scores or across psychosocial trigger dimensions. Effect size estimates indicated small differences between groups. These findings suggest that psychosocial addiction triggers are generally comparable across genders within this sample. The results should be interpreted with caution and are intended to offer descriptive insights rather than causal conclusions. Limitations include reliance on self-reported measures, a modest sample size, and a cross-sectional design. Future research should utilise validated instruments and larger samples to further explore the psychosocial mechanisms underlying adolescent addiction-related behaviours.

Keywords
  • Gender differences
  • Psychosocial
  • Behavioural addiction
  • Substance addiction
  • Adolescent
How to Cite
Yunita, M., Nuryono, W., Laras, P. B., & Saputri, B. K. S. (2026). A Gender Differences in Psychosocial of Adolescent Behavioral and Subtace Addiction: A Comparative Quantitative Study. KONSELOR, 15(1), 81–97. https://doi.org/10.24036/02026151161-0-86
References
  1. Abdallah, W., Tfaily, F., & Harraf, A. (2025). The impact of digital financial literacy on financial behavior: customers’ perspective. Competitiveness Review, 35(2), 347–370. https://doi.org/10.1108/CR-11-2023-0297
  2. Adamopoulos, I., & History, A. (2025). Α Novel AI-based Modeling with Bias Classification Hybrid Risk Evaluation System for Confidence Enhanced Network Meta-Analysis of Occupational Hazards and Burnout Risk among Public Health Inspectors. Mesopotamian Journal of Artificial Intelligence in Healthcare, 2025, 219–233. https://doi.org/10.58496/MJAIH/2025/021
  3. Agrahara, R. K., & Nowreen, M. S. (2024). Learned Helplessness and Internet Addiction Among Young Adults. American Journal of Psychiatric Rehabilitation, 27(2), 30–38. https://doi.org/10.69980/AJPR.V27I2.21
  4. Ali, T., Iqbal, S., & Zubair, M. (2026). Technoference unplugged: Age, gender, and the disruption of adolescent well-being. Children and Youth Services Review, 182, 108750. https://doi.org/10.1016/J.CHILDYOUTH.2026.108750
  5. Althubaiti, A. (2023). Sample size determination: A practical guide for health researchers. Journal of General and Family Medicine, 24(2), 72–78. https://doi.org/10.1002/JGF2.600;SUBPAGE:STRING:FULL
  6. Antonietti, C., Schmitz, M. L., Consoli, T., Cattaneo, A., Gonon, P., & Petko, D. (2023). “Development and validation of the ICAP Technology Scale to measure how teachers integrate technology into learning activities.” Computers & Education, 192, 104648. https://doi.org/10.1016/J.COMPEDU.2022.104648
  7. Antons, S., Müller, S. M., Neumann, P., Müller, A., & Steins-Loeber, S. (2023). Stimuli-Specific Inhibitory Control in Disorders Due to Addictive Behaviours: a Review of Current Evidence and Discussion of Methodological Challenges. Current Addiction Reports, 10(4), 749–769. https://doi.org/10.1007/S40429-023-00517-Z/TABLES/2
  8. Archer, C. (2022). The Impacts of Problematic Social Media Use on Youths: Evaluation and Treatment Recommendations. Dissertations. https://digitalcommons.nl.edu/diss/664
  9. Atwood, S., Morgenroth, T., & Olson, K. R. (2024). Gender essentialism and benevolent sexism in anti-trans rhetoric. Social Issues and Policy Review, 18(1), 171–193. https://doi.org/10.1111/SIPR.12099;PAGE:STRING:ARTICLE/CHAPTER
  10. Avcı, M. (2025). Adolescents’ experiences with substance use: risks, protective factors and interventions. BMC Psychology 2025 13:1, 13(1), 802-. https://doi.org/10.1186/S40359-025-03125-W
  11. Aziz, M., Chemnad, K., Al-Harahsheh, S., Abdelmoneium, A. O., Baghdady, A., & Ali, R. (2024). Depression, stress, and anxiety versus internet addiction in early and middle adolescent groups: the mediating roles of family and school environments. BMC Psychology 2024 12:1, 12(1), 184-. https://doi.org/10.1186/S40359-024-01659-Z
  12. Balmori, A., Macías, A., & de la Puente, M. P. (2022). Hormonal Differences Between Women and Men, Their Consequences on Addiction to Substances and Considerations on the Therapeutic Approach. Current Addiction Reports 2022 9:2, 9(2), 86–98. https://doi.org/10.1007/S40429-022-00409-8
  13. Batista-Foguet, J. M., Martínez Arias, R., Carbonell, X., Fernández Marin, X., Adan, A., Mendoza Berjano, R. J. M., Moreno Rodríguez, M. del C., Carmona Feliu, A., Ivern, J., Losada Cabestany, I., & Cortellazzo, L. (2025). The Smartphone Addiction Degree Estimation Scale: Enhancing Assessment and Understanding of Gender Differences in Youth. https://doi.org/10.2139/SSRN.5367506
  14. Bondarchuk, O., Balakhtar, V., Pinchuk, N., Pustovalov, I., & Pavlenok, K. (2024). Coping with stressfull situations using coping strategies and their impact on mental health. Multidisciplinary Reviews, 7(Special Issue), 2024spe034-2024spe034. https://doi.org/10.31893/MULTIREV.2024SPE034
  15. Bora, M. M., & Karuç, S. (2025). Examining the Relationship between Physical Activity Attitudes, Technology Addiction, and Well-Being in High School Students. International Journal of Education in Mathematics, Science and Technology, 13(5), 1253–1267. https://doi.org/10.46328/ijemst.5807
  16. Bottaro, R., Valenti, G. D., & Faraci, P. (2024). Internet Addiction and Psychological Distress: Can Social Networking Site Addiction Affect Body Uneasiness Across Gender? A Mediation Model. Europe’s Journal of Psychology, 20(1), 41. https://doi.org/10.5964/EJOP.10273
  17. Brannon, L. (2024). Gender : Psychological Perspectives. Routledge. https://doi.org/10.4324/9781003354543
  18. Burgess Moser, M., Johnson, S. M., Dalgleish, T. L., Lafontaine, M. F., Wiebe, S. A., & Tasca, G. A. (2016). Changes in Relationship-Specific Attachment in Emotionally Focused Couple Therapy. Journal of Marital and Family Therapy, 42(2), 231–245. https://doi.org/10.1111/JMFT.12139
  19. Burrell, D. N. (2025). Exploring the Cyberpsychology and Public Health Risks of Online Sports Gambling. Scientia Moralitas - International Journal of Multidisciplinary Research , 10(2), 154–178. https://doi.org/10.5281/zenodo.18041101
  20. Carenys, A. Z., & Adan, A. (2025). Non-Suicidal Self-Injury as a Behavioural Addiction: A Systematic Review. Current Addiction Reports 2025 12:1, 12(1), 67-. https://doi.org/10.1007/S40429-025-00680-5
  21. Chen, B., Huang, W., & Hu, C. (2025). The relationship between positive exercise experiences and mobile phone addiction tendencies in older adults: a cross-lagged study. Frontiers in Public Health, 13, 1710048. https://doi.org/10.3389/FPUBH.2025.1710048/BIBTEX
  22. Cheng, Q., Zhao, G., Chen, J., Deng, Y., Xie, L., & Wang, L. (2022). Gender differences in the prevalence and impact factors of adolescent dissociative symptoms during the coronavirus disease 2019 pandemic. Scientific Reports 2022 12:1, 12(1), 20193-. https://doi.org/10.1038/s41598-022-24750-0
  23. Christiansen, D. M., McCarthy, M. M., & Seeman, M. V. (2022). Where Sex Meets Gender: How Sex and Gender Come Together to Cause Sex Differences in Mental Illness. Frontiers in Psychiatry, 13, 856436. https://doi.org/10.3389/FPSYT.2022.856436/FULL
  24. Creswell, J. W., Clark, V. L. P., Gutmann, M., & Hanson, W. E. (2003). Advanced mixed methods research designs. In Handbook of Mixed Methods in Social and Behavioural Research.
  25. Efrati, Y., Kolubinski, D. C., Marino, C., & Spada, M. M. (2022). Early Maladaptive Schemas are Associated with Adolescents’ Substance and Behavioral Addictions. Journal of Rational-Emotive & Cognitive-Behavior Therapy 2022 41:3, 41(3), 690–709. https://doi.org/10.1007/S10942-022-00478-8
  26. Faustino, B. (2025). Biopsychosocial and contextual pressures: Contributions to a metatheoretical disorder theory from neuroscience, evolutionary, developmental, and ecological perspectives. Applied Neuropsychology: Adult. https://doi.org/10.1080/23279095.2025.2469249;WGROUP:STRING:PUBLICATION
  27. Fenech, R. (2021). Blended learning: Honouring students’ Psychological Contract. Http://Www.Editorialmanager.Com/Cogentedu, 8(1). https://doi.org/10.1080/2331186X.2021.1914286
  28. Fitria, D., & Sari, K. (2025). The Influence of TikTok Social Media on Adolescent Social Behavior in the Digital Era: A Case Study in Kendari City. Sinergi International Journal of Communication Sciences, 3(2), 127–140. https://doi.org/10.61194/IJCS.V3I2.757
  29. Flanigan, A. E., & Babchuk, W. A. (2022). Digital distraction in the classroom: exploring instructor perceptions and reactions. Teaching in Higher Education, 27(3), 352–370. https://doi.org/10.1080/13562517.2020.1724937
  30. Francis, S. E. B., Shawyer, F., Cayoun, B., Enticott, J., & Meadows, G. N. (2022). Group Mindfulness-Integrated Cognitive Behavior Therapy (MiCBT) Reduces Depression and Anxiety and Improves Flourishing in a Transdiagnostic Primary Care Sample Compared to Treatment-as-Usual: A Randomized Controlled Trial. Frontiers in Psychiatry, 13, 815170. https://doi.org/10.3389/FPSYT.2022.815170/BIBTEX
  31. Ge, W. J., Zhu, S. J., Zhu, X. Y., & Chu, A. Q. (2025). Gender differences in co-rumination and transition shock among nursing interns in China: a cross-sectional study. BMC Nursing 2025 24:1, 24(1), 420-. https://doi.org/10.1186/S12912-025-03089-7
  32. Ghasemi, F., Beversdorf, D. Q., & Herman, K. C. (2024). Stress and stress responses: A narrative literature review from physiological mechanisms to intervention approaches. Journal of Pacific Rim Psychology, 18. https://doi.org/10.1177/18344909241289222;WEBSITE:WEBSITE:SAGE;WGROUP:STRING:PUBLICATION
  33. Gülkesen, K. H., Bora, F., Ilhanli, N., Avsar, E., & Zayim, N. (2022). Cohen’s d and Physicians’ Opinion on Effect Size: A Questionnaire on Anemia Treatment. Journal of Investigative Medicine , 70(3), 814–819. https://doi.org/10.1136/JIM-2021-002031
  34. Guo, J., Zhang, W., Jia, C., Zhang, X., Ai, L., & Peng, Y. (2025). The impact of perceived social support on anxiety and depression: the chain mediating effect of internet addiction and insomnia. BMC Psychology 2025 13:1, 13(1), 1149-. https://doi.org/10.1186/S40359-025-03195-W
  35. Gutierrez, D., & Mullen, P. R. (2016). Emotional Intelligence and the Counselor: Examining the Relationship of Trait Emotional Intelligence to Counselor Burnout. Journal of Mental Health Counseling, 38(3), 187–200. https://doi.org/10.17744/MEHC.38.3.01
  36. Han, S. (2024). Digitalization and job stress: exploring the mediating roles of job and personal aversion risk with gender as a moderator. Frontiers in Psychology, 15, 1370711. https://doi.org/10.3389/FPSYG.2024.1370711/BIBTEX
  37. Hébert, M., & Amédée, L. M. (2020). Latent class analysis of post-traumatic stress symptoms and complex PTSD in child victims of sexual abuse and their response to Trauma-Focused Cognitive Behavioural Therapy. Https://Doi.Org/10.1080/20008198.2020.1807171, 11(1). https://doi.org/10.1080/20008198.2020.1807171
  38. Hossain, Md. A., & Ara, S. (2025). AI-Enabled Neurobiological Diagnostic Models For Early Detection Of Ptsd And Trauma Disorders. American Journal of Interdisciplinary Studies, 6(02), 01–39. https://doi.org/10.63125/64HFTC92
  39. Hu, W., Cheng, Y., & Du, R. (2022). Effects of Overt and Relational Bullying on Adolescents’ Subjective Well-Being: The Mediating Mechanisms of Social Capital and Psychological Capital. International Journal of Environmental Research and Public Health 2022, Vol. 19, 19(19). https://doi.org/10.3390/IJERPH191911956
  40. Jang, H., Song, K., & Kim, J. (2025). Unraveling gender and racial/ethnic differences in the life course pathways from adverse childhood experiences to economic disadvantage in adulthood. Child Abuse & Neglect, 167, 107595. https://doi.org/10.1016/J.CHIABU.2025.107595
  41. Jebb, A. T., Ng, V., & Tay, L. (2021). A Review of Key Likert Scale Development Advances: 1995–2019. Frontiers in Psychology, 12, 637547. https://doi.org/10.3389/FPSYG.2021.637547/TEXT
  42. Jin, Y., & Jiang, S. (2025). Theoretical Perspectives on Adolescent Internet Addiction: A Comprehensive Literature Review. Health & Social Care in the Community, 2025(1), 4875332. https://doi.org/10.1155/HSC/4875332
  43. Karacan, S. (2024). The psychological dimension of living with fear of terrorism: Social identity, existential anxiety, and media influence [Middlesex University]. https://repository.mdx.ac.uk/item/244xx2
  44. Kaurin, A., Krakau, L., Wicher, C. L., Philippi, P., & Shiner, R. (2025). Adolescents’ pathological personality traits, mentalizing, and daily social interactions linking Criteria A and B from the DSM-5 alternative model for personality disorders. Journal of Psychopathology and Clinical Science. https://doi.org/10.1037/ABN0001074
  45. Khan, A., Dawood, S., & Gandapur, M. K. (2024). Psychological Disorders Among Young Adults of Serwakai, District South Waziristan, Pakistan; Prevalence and Gender Differences. Qlantic Journal of Social Sciences , 5(4), 210–216. https://doi.org/10.55737/QJSS.V-IV.24216
  46. Khatun, J., & Azad, S. M. A. K. (2026). Exploring Psycho-Social Challenges and Coping Mechanisms Among Adolescents in Bangladesh: A Qualitative Approach. Bioresearch Communications - (BRC), 12(1), 2070–2077. https://doi.org/10.3329/BRC.V12I1.86782
  47. Lang, M., Cazzuffi, C., Viscor, G., & Soto-Sánchez, J. (2025). A gender-integrated biopsychosocial model to understand cardiovascular risk in women working under environmental hazards: the case of chronic intermittent hypoxia. Frontiers in Public Health, 13, 1672503. https://doi.org/10.3389/FPUBH.2025.1672503/BIBTEX
  48. Levitt, H. M., Bamberg, M., Creswell, J. W., Frost, D. M., Josselson, R., & Suárez-Orozco, C. (2018). Journal article reporting standards for qualitative primary, qualitative meta-analytic, and mixed methods research in psychology: The APA publications and communications board task force report. American Psychologist, 73(1), 26–46. https://doi.org/10.1037/AMP0000151
  49. Li, X., Tang, N., Zhang, H., & Xu, J. (2025). Technology and Religion: Research on the Interaction and Acceptance of Digital Taoism Among Adolescents and Young Adults. International Journal of Human-Computer Interaction. https://doi.org/10.1080/10447318.2025.2582070;WGROUP:STRING:PUBLICATION
  50. Li, Y., Tian, E., Bakar, Z. B. A., & Ashari, Z. B. M. (2025). Gender differences in the relationship between bullying victimization and mobile phone addiction among adolescents: the mediating roles of depression and social anxiety. BMC Psychology 2025 13:1, 13(1), 847-. https://doi.org/10.1186/S40359-025-03202-0
  51. Lin, S., Fabris, M. A., Longobardi, C., & Mastrokoukou, S. (2025). The Association Between Social Media Addiction and Aggressive Behaviors: A Longitudinal and Gender-Specific Analysis. Journal of Adolescence, 97(3), 798–807. https://doi.org/10.1002/JAD.12454;SUBPAGE:STRING:FULL
  52. Loth, E. (2023). Does the current state of biomarker discovery in autism reflect the limits of reductionism in precision medicine? Suggestions for an integrative approach that considers dynamic mechanisms between brain, body, and the social environment. Frontiers in Psychiatry, 14, 1085445. https://doi.org/10.3389/FPSYT.2023.1085445/FULL
  53. Lyons, J., & Romano, E. (2019). Childhood Sexual Abuse Profiles and Psychological Functioning in Adult Males. Https://Doi.Org/10.1080/10538712.2018.1563263, 28(5), 544–563. https://doi.org/10.1080/10538712.2018.1563263
  54. Madhushani, Dominicta, & Rathnayake, H. G. (2025). “Virtually Illusionalised Reality of Mind: The Cognitive Effects of Social Media on Youth.” Journal of Social Sciences - NISD, 3(2), 113–138. https://doi.org/10.4038/JSSNISD.V3I2.42
  55. Maqsood, A., Gul, S., Noureen, N., Yaswi, A., Maqsood, A., Gul, S., Noureen, N., & Yaswi, A. (2024). Dynamics of Perceived Stress, Stress Appraisal, and Coping Strategies in an Evolving Educational Landscape. Behavioral Sciences 2024, Vol. 14, 14(7). https://doi.org/10.3390/BS14070532
  56. Marinelli, S., Basile, G., Manfredini, R., & Zaami, S. (2023). Sex- and Gender-Specific Drug Abuse Dynamics: The Need for Tailored Therapeutic Approaches. Journal of Personalized Medicine 2023, Vol. 13, Page 965, 13(6), 965. https://doi.org/10.3390/JPM13060965
  57. Marino, C., Melodia, F., Pivetta, E., Mansueto, G., Palmieri, S., Caselli, G., Canale, N., Vieno, A., Conti, F., & Spada, M. M. (2023). Desire thinking and craving as predictors of problematic Internet pornography use in women and men. Addictive Behaviors, 136, 107469. https://doi.org/10.1016/J.ADDBEH.2022.107469
  58. Martin, C. (2025). Adolescent Daughters’ Appearance and Behavior: Parental Encouragement and Influence: A Qualitative Descriptive Study. Grand Canyon University.
  59. Martinez Jr, C., Jennifer Jellison Holme, S., & Pedro Reyes Marie-Anne Suizzo, C.-S. (2025). Beyond the school walls : how Latina/o adolescents co-construct their academic identity within the family. https://doi.org/10.26153/TSW/61857
  60. Masters, M., Zimmer-Gembeck, M. J., Farrell, L. J., & Modecki, K. L. (2023). Coping and emotion regulation in response to social stress tasks among young adolescents with and without social anxiety. Applied Developmental Science, 27(1), 18–33. https://doi.org/10.1080/10888691.2021.1990060
  61. Michelini, G., Carlisi, C. O., Eaton, N. R., Elison, J. T., Haltigan, J. D., Kotov, R., Krueger, R. F., Latzman, R. D., Li, J. J., Levin-Aspenson, H. F., Salum, G. A., South, S. C., Stanton, K., Waldman, I. D., & Wilson, S. (2024). Where do neurodevelopmental conditions fit in transdiagnostic psychiatric frameworks? Incorporating a new neurodevelopmental spectrum. World Psychiatry, 23(3), 333–357. https://doi.org/10.1002/WPS.21225;REQUESTEDJOURNAL:JOURNAL:20515545;JOURNAL:JOURNAL:20515545;WGROUP:STRING:PUBLICATION
  62. Miller, G. (2015). Learning the language of addiction counseling. John Wiley & Sons, Inc. https://books.google.com/books/about/Learning_the_Language_of_Addiction_Couns.html?hl=id&id=sVtEBAAAQBAJ
  63. Mosto, G., Barbieri, G., & Rogier, G. (2026). Gambling, Gaming, Shopping, and Social Media Addiction: The Role of Materialistic and Hedonic Values. International Journal of Mental Health and Addiction 2025, 1–18. https://doi.org/10.1007/S11469-025-01628-6
  64. Nagawa, C. S. (2022). Smoking Cessation in People with Mental Health Conditions: Exploring the Role of Family and Peers. Clinical and Population Health Research. https://doi.org/10.13028/9GDR-PB62
  65. Najafov, R. (2025). Socio-Psychological Factors of Youth Deviant Behavior in the Contemporary Era and their Impact on Social Development Mechanisms: Forms and Patterns of Influence. SSRN Electronic Journal. https://doi.org/10.2139/SSRN.5370612
  66. Obara-Gołębiowska, M. (2025). Psychological predictors of eating Behavior: The role of maladaptive schemas and emotion regulation across BMI, gender, and age groups. Appetite, 215, 108243. https://doi.org/10.1016/J.APPET.2025.108243
  67. Onu, D. U., Adangozi, C. P., Nnadozie, E. E., Ajah, A. C., & Igwe, E. J. (2026). Adverse childhood experiences and digital escape: can perceived social support diminish the pull of problematic pornography use among youth? Current Psychology 2026 45:2, 45(2), 187-. https://doi.org/10.1007/S12144-025-08526-Z
  68. Panigrahi, M., & Sharma, A. (2024). Flood Vulnerability Mapping and Resilience in Urban Setting: A Review of Conceptual Frameworks and Assessment Methods. 235–270. https://doi.org/10.1007/978-981-97-2688-2_11
  69. Paul, F. A., Ganie, A. U. R., & Dar, D. R. (2024). Substance use in university students: a comprehensive examination of its effects on academic achievement and psychological well-being. Social Work in Mental Health, 22(3), 452–484. https://doi.org/10.1080/15332985.2024.2306935;WGROUP:STRING:PUBLICATION
  70. Perks, D. L. C., Watt, B. D., & Fritzon, K. M. (2024). Offence-specific scripts among juvenile deliberate firesetters: a possible explanation for fire proclivity. Psychiatry, Psychology and Law, 31(1), 76–96. https://doi.org/10.1080/13218719.2023.2175067;WGROUP:STRING:PUBLICATION
  71. Pollmann, A., Bates, K. E., & Fuhrmann, D. (2025). A framework for understanding adverse adolescent experiences. Nature Human Behaviour 2025 9:3, 9(3), 450–463. https://doi.org/10.1038/s41562-024-02098-x
  72. Rohrbach, L. A., & Milam, J. (2006). Gender Issues in Substance Abuse Prevention. Handbooks of Sociology and Social Research, 351–363. https://doi.org/10.1007/0-387-35408-5_17
  73. Sata*, Dr. S. K. (2024). Integrative Analysis of Neurobehavioral Patterns and Physiological Manifestations in Adolescent Substance use Disorders: An Advanced Academic Perspective. World Journal of Arts, Education and Literature, 1(2), 11–26. https://wasrpublication.com/index.php/wjael/article/view/69
  74. Schinke, S., & Schwinn, T. (2005). Gender-specific computer-based intervention for preventing drug abuse among girls. American Journal of Drug and Alcohol Abuse, 31(4), 609–616. https://doi.org/10.1081/ADA-200068415;SUBPAGE:STRING:ABSTRACT;WGROUP:STRING:PUBLICATION
  75. Scott, A. E., Reicherts, L., Purohit, A. K., Hossain, E., Stefanidi, E., Wagener, N., Schöning, J., Rogers, Y., & Holzer, A. (2024). DIY Digital Interventions: Behaviour Change with Trigger-Action Programming. Proceedings of the ACM on Human-Computer Interaction, 8(MHCI), 28. https://doi.org/10.1145/3676497;CSUBTYPE:STRING:JOURNAL;SERIALTOPIC:TOPIC:ACM-PUBTYPE
  76. Shah, C. S., & Krishnan, S. (2023). Digital Gender Gap, Gender Equality and National Institutional Freedom: A Dynamic Panel Analysis. Information Systems Frontiers 2023 27:2, 27(2), 605–634. https://doi.org/10.1007/S10796-023-10456-9
  77. Shahbazi, M., Alizadeh Zarei, M., Hassani Mehraban, A., Karamali Esmaili, S., & Shahbazi, F. (2025). Causality in Adaptive Functioning of Children with Autism Spectrum Disorder: A Systematic Review with Narrative Synthesis. Occupational Therapy in Mental Health. https://doi.org/10.1080/0164212X.2025.2589875;WGROUP:STRING:PUBLICATION
  78. Shaw, Z. A., Handley, E. D., Warmingham, J. M., & Starr, L. R. (2024). Patterns of life stress and the development of ruminative brooding in adolescence: A person-centered approach. Development and Psychopathology, 36(4), 1685–1697. https://doi.org/10.1017/S0954579423000974
  79. Shay, T. A. (2022). Herstory: Women and Drugs. Women in the Environment Perspective Using Meta-Ethnography. Social Work Doctoral Dissertations. https://doi.org/10.70013/w8bl3nq7
  80. Shoaa Kazemi, M., Mahamid, F., & Hamamra, B. (2025). Exploring psycho-social growth after addiction trauma in families freed from substance use. Journal of Ethnicity in Substance Abuse. https://doi.org/10.1080/15332640.2025.2564105;WGROUP:STRING:PUBLICATION
  81. Singh, A., & Nandy, A. (2024). Lifestyle diseases in adolescents: Addressing physical, emotional, and behavioral issues. Lifestyle Diseases in Adolescents: Addressing Physical, Emotional, and Behavioral Issues, 1–203. https://doi.org/10.2174/97898152744001240101
  82. Sirin, S. R., Brauer, S. Z., & Tugberk, R. C. (2024). Reframing Adolescent Identity: A Global Perspective for the Digital Age. Annual Review of Developmental Psychology, 6(Volume 6, 2024), 301–322. https://doi.org/10.1146/ANNUREV-DEVPSYCH-010923-101059
  83. Smith, G., Robertson, N., & Cotton, S. (2022). Transgender and gender non-conforming people’s adaptive coping responses to minority stress: A framework synthesis. Nordic Psychology, 74(3), 222–242. https://doi.org/10.1080/19012276.2021.1989708;ISSUE:ISSUE:DOI
  84. Snyder, S. (2023). A Developmental Systems Guide for Child and Adolescent Behavioral Health Practitioners. North Broad Press. https://doi.org/10.34944/QYFB-3B52
  85. Stodden, D. F., Pesce, C., Zarrett, N., Tomporowski, P., Ben-Soussan, T. D., Brian, A., Abrams, T. C., & Weist, M. D. (2023). Holistic Functioning from a Developmental Perspective: A New Synthesis with a Focus on a Multi-tiered System Support Structure. Clinical Child and Family Psychology Review 2023 26:2, 26(2), 343–361. https://doi.org/10.1007/S10567-023-00428-5
  86. Su, Z., Yang, D., Wang, C., Xiao, Z., & Cai, S. (2025). Structural assessment of family and educational influences on student health behaviours: Insights from a public health perspective. PLOS ONE, 20(9), e0333086. https://doi.org/10.1371/JOURNAL.PONE.0333086
  87. Sugara, G. S., Rachmawati, S., Muhajirin, M., Rahimsyah, A. P., Bariyyah, K., & Muqodas, I. (2025). Mindfulness-Based Stress Reduction as a Treatment for Adolescent Social Media Addiction. Journal of Addictions and Offender Counseling. https://doi.org/10.1002/JAOC.70006;JOURNAL:JOURNAL:21644934;WGROUP:STRING:PUBLICATION
  88. Suh, K.-H., Chung, S.-J., Jeong, G.-C., Lee, K., & Ryu, J.-H. (2025). Understanding Adolescent Social Media Use: A Narrative Review of Motivations, Risk Factors, and Mental Health Implications. International Journal of Mental Health Promotion, 27(12), 1829–1845. https://doi.org/10.32604/IJMHP.2025.071879
  89. Sun, H., Wu, D., Liu, W., Yu, G., & Yao, M. (2025). Emotionally Vulnerable Subtype of Internet Gaming Disorder: Measuring and Exploring the Pathology of Problematic Generative AI Use. https://arxiv.org/pdf/2510.06908
  90. Tarimo, C. S., Feng, Y., Jia, S., Wu, X., Zhao, W., Zuo, Y., Wang, Y., Bi, Y., & Wu, J. (2025). Quantifying gender differences in the impact of internet addiction on adolescent depression: A causal inference approach. Journal of Affective Disorders, 379, 793–802. https://doi.org/10.1016/J.JAD.2025.03.079
  91. Todd, V. J., & Mcilroy, D. (2025). Construction and initial validation of an academic impostor syndrome measure. Current Psychology 2025 44:6, 44(6), 4498–4510. https://doi.org/10.1007/S12144-025-07499-3
  92. Ulke, D. (2022). From Nisarouin to Hougoumont: A comparative study of the impact of two veteran-focused archaeological initiatives on the mental wellbeing of military personnel and veterans. Archaeology, Heritage, and Wellbeing: Authentic, Powerful, and Therapeutic Engagement with the Past, 183–196. https://doi.org/10.4324/9781003182184-15/NISAROUIN-HOUGOUMONT-COMPARATIVE-STUDY-IMPACT-TWO-VETERAN-FOCUSED-ARCHAEOLOGICAL-INITIATIVES-MENTAL-WELLBEING-MILITARY-PERSONNEL-VETERANS-DAVID-ULKE
  93. van Lissa, C. J. (2021). Mapping Phenomena Relevant to Adolescent Emotion Regulation: A Text-Mining Systematic Review. Adolescent Research Review 2021 7:1, 7(1), 127–139. https://doi.org/10.1007/S40894-021-00160-7
  94. Vanhulle, E. (2023). The Moderating Role Of Emotion Regulation In Daily Life On The Association Between Interpersonal Stress And Depressive Symptoms In Adolescents. Ghent University.
  95. Varchetta, M., Tagliaferri, G., Mari, E., Quaglieri, A., Cricenti, C., Giannini, A. M., & Martí-Vilar, M. (2024). Exploring Gender Differences in Internet Addiction and Psychological Factors: A Study in a Spanish Sample. Brain Sciences 2024, Vol. 14, 14(10). https://doi.org/10.3390/BRAINSCI14101037
  96. Vaske, J. E. R. R. Y. J., Beaman, J. A. Y., & Miller, C. R. A. I. G. A. (2024). Practical application of a minimal important percent difference formulation of Cohen’s d. Human Dimensions of Wildlife, 29(3), 269–283. https://doi.org/10.1080/10871209.2023.2233544;SUBPAGE:STRING:ABSTRACT;REQUESTEDJOURNAL:JOURNAL:UHDW20;JOURNAL:JOURNAL:UHDW20;ISSUE:ISSUE:DOI
  97. Vergunst, F., Berry, H. L., Minor, K., & Chadi, N. (2023). Climate Change and Substance-Use Behaviors: A Risk-Pathways Framework. Perspectives on Psychological Science, 18(4), 936–954. https://doi.org/10.1177/17456916221132739;SUBPAGE:STRING:FULL
  98. Wang, Yuxin, Zhou, K., Wang, Yang, Zhang, J., Xie, Y., Wang, X., Yang, W., Zhang, X., Yang, J., & Wang, F. (2024). Examining the association of family environment and children emotional/behavioral difficulties in the relationship between parental anxiety and internet addiction in youth. Frontiers in Psychiatry, 15, 1341556. https://doi.org/10.3389/FPSYT.2024.1341556/TEXT
  99. Weyant, E. (2022). Research Design: Qualitative, Quantitative, and Mixed Methods Approaches, 5th Edition. Journal of Electronic Resources in Medical Libraries, 19(1–2), 54–55. https://doi.org/10.1080/15424065.2022.2046231
  100. Wilson, S. L., Dinnerson, Q. L., & Peoples, A. B. (1 C.E.). Navigating Resilience Anti-Oppressive Social Work and the Ecological Framework for Black Children’s Identity and Racialization. Https://Services.Igi-Global.Com/Resolvedoi/Resolve.Aspx?Doi=10.4018/979-8-3373-0492-2.Ch005, 119–180. https://doi.org/10.4018/979-8-3373-0492-2.CH005
  101. Xie, P. P., Li, Z., Ma, C., & Zhao, J. (2024). Education Management Intervention in Managing School Problems. Journal of World Englishes and Educational Practices , 6(1), 35–87. https://doi.org/10.32996/JWEEP.2024.6.1.3
  102. Yaochen, L., & Van Der Blom, J. (2025). Triggered by Design: How Algo rithmic Features of Social Media Disrupt Emotions and Academic Outcomes. http://lup.lub.lu.se/student-papers/record/9203490
  103. Yasir, M., Afaq, M., Rehna, T., & Nadeem, A. (2023). A Holistic Perspective towards Perils of and Pathways to Addiction Recovery in Pakistan: Exploring Indigenous Factors. Journal of Professional & Applied Psychology , 4(4), 594–609. https://doi.org/10.52053/JPAP.V4I4.245
  104. Yourell, M. (2025). Addiction as a Response to Complex Trauma: The Role of Psychotherapy in Long-Term Recovery [Dublin Business School]. https://hdl.handle.net/10788/4783
  105. Yu, Y., Ge, J., Guo, F., & Duan, Y. (2025). Exploring the impact of nature connectedness on Chinese adolescents’ climate change awareness and the mediating role of geographical synthetic thinking. Scientific Reports 2025 15:1, 15(1), 26351-. https://doi.org/10.1038/s41598-025-11719-y
  106. Yudes, C., Rey, L., & Extremera, N. (2022). The Moderating Effect of Emotional Intelligence on Problematic Internet Use and Cyberbullying Perpetration Among Adolescents: Gender Differences. Psychological Reports, 125(6), 2902–2921. https://doi.org/10.1177/00332941211031792;WEBSITE:WEBSITE:SAGE;WGROUP:STRING:PUBLICATION
  107. Zhang, Z., Lin, Y., Liu, J., Zhang, G., Hou, X., Pan, Z., & Dai, B. (2022). Relationship between behavioral inhibition/activation system and Internet addiction among Chinese college students: The mediating effects of intolerance of uncertainty and self-control and gender differences. Frontiers in Public Health, 10, 1047036. https://doi.org/10.3389/FPUBH.2022.1047036/FULL
  108. Zheng, Y., Zhang, J., Li, Y., Wu, X., Ding, R., Luo, X., Liu, P., & Huang, J. (2024). Effects of digital game-based learning on students’ digital etiquette literacy, learning motivations, and engagement. Heliyon, 10(1), e23490. https://doi.org/10.1016/J.HELIYON.2023.E23490