AlAzzam M, Abuhammad S, Abdalrahim A, Hamdan-Mansour AM. Predictors of depression and anxiety among senior high school students during COVID-19 pandemic: the context of home quarantine and online education. J School Nurs. 2021;37(4):241–8. https://doi.org/10.1177/1059840520988548.

Article  Google Scholar 

Alizadeh S, Shahrousvand S, Sepandi M, Alimohamadi Y. Prevalence of anxiety, depression and post-traumatic stress disorder symptoms in children and adolescents during the COVID-19 pandemic: a systematic review and meta-analysis. J Public Health. 2023. https://doi.org/10.1007/s10389-023-02168-w.

Article  PubMed  Google Scholar 

Altmann A, Toloşi L, Sander O, Lengauer T. Permutation importance: a corrected feature importance measure. Bioinformatics. 2010;26(10):1340–7. https://doi.org/10.1093/bioinformatics/btq134.

Article  PubMed  CAS  Google Scholar 

APA. Diagnostic and statistical manual of mental disorders. The American Psychiatric Association; 2013.

Askenazy F, Caci H, Myquel M, Darcourt G, Lecrubier Y. Relationship between impulsivity and platelet serotonin content in adolescents. Psychiatry Res. 2000;94(1):19–28. https://doi.org/10.1016/S0165-1781(00)00124-4.

Article  PubMed  CAS  Google Scholar 

Bantjes J. Digital solutions to promote adolescent mental health: opportunities and challenges for research and practice. PLoS Med. 2022;19(5):e1004008. https://doi.org/10.1371/journal.pmed.1004008.

Article  PubMed  PubMed Central  Google Scholar 

Barendse MEA, Flannery J, Cavanagh C, Aristizabal M, Becker SP, Berger E, Breaux R, Campione-Barr N, Church JA, Crone EA, Dahl RE, Dennis-Tiwary TA, Dvorsky MR, Dziura SL, van de Groep S, Ho TC, Killoren SE, Langberg JM, Larguinho TL, Pfeifer JH. Longitudinal change in adolescent depression and anxiety symptoms from before to during the COVID-19 pandemic. J Res Adolesc. 2023;33(1):74–91. https://doi.org/10.1111/jora.12781.

Article  PubMed  Google Scholar 

Barratt ES. Factor analysis of some psychometric measures of impulsiveness and anxiety. Psychol Rep. 1965;16(2):547–54. https://doi.org/10.2466/pr0.1965.16.2.547.

Article  PubMed  CAS  Google Scholar 

Beierle F, Schobel J, Vogel C, Allgaier J, Mulansky L, Haug F, Haug J, Schlee W, Holfelder M, Stach M, Schickler M, Baumeister H, Cohrdes C, Deckert J, Deserno L, Edler J-S, Eichner FA, Greger H, Hein G, Pryss R. Corona health—a study- and sensor-based mobile app platform exploring aspects of the COVID-19 pandemic. Int J Environ Res Public Health. 2021;18(14):14. https://doi.org/10.3390/ijerph18147395.

Article  CAS  Google Scholar 

Blake MJ, Trinder JA, Allen NB. Mechanisms underlying the association between insomnia, anxiety, and depression in adolescence: implications for behavioral sleep interventions. Clin Psychol Rev. 2018;63:25–40. https://doi.org/10.1016/j.cpr.2018.05.006.

Article  PubMed  Google Scholar 

Boyes A, Levenstein JM, McLoughlin LT, Driver C, Mills L, Lagopoulos J, Hermens DF. A short-interval longitudinal study of associations between psychological distress and hippocampal grey matter in early adolescence. Brain Imaging Behav. 2024. https://doi.org/10.1007/s11682-023-00847-6.

Article  PubMed  PubMed Central  Google Scholar 

Bührmann L, Van Daele T, Rinn A, De Witte NAJ, Lehr D, Aardoom JJ, Loheide-Niesmann L, Smit J, Riper H. The feasibility of using Apple’s ResearchKit for recruitment and data collection: considerations for mental health research. Front Digit Health. 2022. https://doi.org/10.3389/fdgth.2022.978749.

Article  PubMed  PubMed Central  Google Scholar 

Carroll MK, Cecchi GA, Rish I, Garg R, Rao AR. Prediction and interpretation of distributed neural activity with sparse models. NeuroImage. 2009;44(1):112–22. https://doi.org/10.1016/j.neuroimage.2008.08.020.

Article  PubMed  Google Scholar 

Crowe K, Spiro-Levitt C. Sleep-related problems and pediatric anxiety disorders. Child Adolesc Psychiatr Clin N Am. 2021;30(1):209–24. https://doi.org/10.1016/j.chc.2020.09.004.

Article  PubMed  Google Scholar 

Cummings, C. M., Caporino, N. E., & Kendall, P. C. (2014). Comorbidity of anxiety and depression in children and adolescents: 20 years after. Psychological bulletin, 140(3), 816.

Fava M, Alpert JE, Carmin CN, Wisniewski SR, Trivedi MH, Biggs MM, Shores-Wilson K, Morgan D, Schwartz T, Balasubramani GK, Rush AJ. Clinical correlates and symptom patterns of anxious depression among patients with major depressive disorder in STAR*D. Psychol Med. 2004;34(7):1299–308. https://doi.org/10.1017/s0033291704002612.

Article  PubMed  Google Scholar 

Franzen PL, Buysse DJ. Sleep disturbances and depression: risk relationships for subsequent depression and therapeutic implications. Dialog Clin Neurosci. 2008;10(4):473–81. https://doi.org/10.31887/DCNS.2008.10.4/plfranzen.

Article  Google Scholar 

Ganganwar V. An overview of classification algorithms for imbalanced datasets. Int J Emerg Technol Adv Eng. 2012;4(2):42–7.

Google Scholar 

Garber J, Weersing VR. Comorbidity of anxiety and depression in youth: implications for treatment and prevention. Clin Psychol Sci Pract. 2010;17(4):293–306. https://doi.org/10.1111/j.1468-2850.2010.01221.x.

Article  Google Scholar 

Gilman R, Huebner ES. Characteristics of adolescents who Report very high life satisfaction. J Youth Adolesc. 2006;35(3):293–301. https://doi.org/10.1007/s10964-006-9036-7.

Article  Google Scholar 

Gradisar M, Kahn M, Micic G, Short M, Reynolds C, Orchard F, Bauducco S, Bartel K, Richardson C. Sleep’s role in the development and resolution of adolescent depression. Nat Rev Psychol. 2022;1(9):512. https://doi.org/10.1038/s44159-022-00074-8.

Article  PubMed  PubMed Central  Google Scholar 

Guerrero-Muñoz D, Salazar D, Constain V, Perez A, Pineda-Cañar CA, García-Perdomo HA. Association between family functionality and depression: a systematic review and meta-analysis. Korean J Family Med. 2021;42(2):172–80. https://doi.org/10.4082/kjfm.19.0166.

Article  Google Scholar 

Guessoum SB, Lachal J, Radjack R, Carretier E, Minassian S, Benoit L, Moro MR. Adolescent psychiatric disorders during the COVID-19 pandemic and lockdown. Psychiatry Res. 2020;291:113264. https://doi.org/10.1016/j.psychres.2020.113264.

Article  PubMed  PubMed Central  CAS  Google Scholar 

Gulliver A, Griffiths KM, Christensen H. Perceived barriers and facilitators to mental health help-seeking in young people: a systematic review. BMC Psychiatry. 2010;10:113. https://doi.org/10.1186/1471-244X-10-113.

Article  PubMed  PubMed Central  Google Scholar 

Jaite C, Seidel A, Hoffmann F, Mattejat F, Bachmann J. Guideline-based psychotherapy of children and adolescents in Germany: frequency, treatment modalities, and duration of treatment. Deutsches Ärzteblatt Int. 2022;119(8):132–3. https://doi.org/10.3238/arztebl.m2022.0106.

Article  Google Scholar 

Jamieson D, Shan Z, Lagopoulos J, Hermens DF. The role of adolescent sleep quality in the development of anxiety disorders: a neurobiologically-informed model. Sleep Med Rev. 2021;59:101450. https://doi.org/10.1016/j.smrv.2021.101450.

Article  PubMed  Google Scholar 

Johnson D, Dupuis G, Piche J, Clayborne Z, Colman I. Adult mental health outcomes of adolescent depression: a systematic review. Depress Anxiety. 2018;35(8):700–16. https://doi.org/10.1002/da.22777.

Article  PubMed  Google Scholar 

Kessler RC, Barker PR, Colpe LJ, Epstein JF, Gfroerer JC, Hiripi E, Howes MJ, Normand S-LT, Manderscheid RW, Walters EE, Zaslavsky AM. Screening for serious mental illness in the general population. Arch Gen Psychiatry. 2003;60(2):184–9. https://doi.org/10.1001/archpsyc.60.2.184.

Article  PubMed  Google Scholar 

Kuhn M. Building predictive models in R using the caret package. J Stat Softw. 2008;28:1–26. https://doi.org/10.18637/jss.v028.i05.

Article  Google Scholar 

Kumar A, Sheshadri HS. On the classification of Imbalanced datasets. Int J Comput Appl. 2012;44(8):1–7. https://doi.org/10.5120/6280-8449.

Article  Google Scholar 

Landis JR, Koch GG. The measurement of Observer Agreement for Categorical Data. Biometrics. 1977;33(1):159–74. https://doi.org/10.2307/2529310.

Article  PubMed  CAS  Google Scholar 

Lehtimaki S, Martic J, Wahl B, Foster KT, Schwalbe N. Evidence on Digital Mental Health Interventions for adolescents and Young people: systematic overview. JMIR Mental Health. 2021;8(4):e25847. https://doi.org/10.2196/25847.

Article  PubMed  PubMed Central  Google Scholar 

Levis B, Sun Y, He C,