• This record comes from PubMed

Family factors to predict adolescents' emotional health by decision tree model: A comparison between normally developed group and chronic-condition group

. 2023 ; 11 () : 1087547. [epub] 20230316

Language English Country Switzerland Media electronic-ecollection

Document type Journal Article

The increasing trend of adolescents' emotional symptoms has become a global public health problem. Especially, adolescents with chronic diseases or disabilities face more risks of emotional problems. Ample evidence showed family environment associates with adolescents' emotional health. However, the categories of family-related factors that most strongly influence adolescents' emotional health remained unclear. Additionally, it was not known that whether family environment influences emotional health differently between normally developed adolescents and those with chronic condition(s). Health Behaviours in School-aged Children (HBSC) database provides mass data about adolescents' self-reported health and social environmental backgrounds, which offers opportunities to apply data-driven approaches to determine critical family environmental factors that influence adolescents' health. Thus, based on the national HBSC data in the Czech Republic collected from 2017 to 2018, the current study adopted a data-driven method, classification-regression-decision-tree analysis, to investigate the impacts of family environmental factors, including demographic factors and psycho-social factors on adolescents' emotional health. The results suggested that family psycho-social functions played a significant role in maintaining adolescents' emotional health. Both normally developed adolescents and chronic-condition(s) adolescents benefited from communication with parents, family support, and parental monitoring. Besides, for adolescents with chronic condition(s), school-related parental support was also meaningful for decreasing emotional problems. In conclusion, the findings suggest the necessity of interventions to strengthen family-school communication and cooperation to improve chronic-disease adolescents' mental health. The interventions aiming to improve parent-adolescent communication, parental monitoring, and family support are essential for all adolescents.

See more in PubMed

Collishaw S, Maughan B, Natarajan L, Pickles A. Trends in adolescent emotional problems in England: a comparison of two national cohorts twenty years apart. J Child Psychol Psychiatry. (2010) 51:885–94. doi: 10.1111/j.1469-7610.2010.02252.x, PMID: PubMed DOI

Petanidou D, Giannakopoulos G, Tzavara C, Dimitrakaki C, Kolaitis G, Tountas Y. Adolescents’ multiple, recurrent subjective health complaints: investigating associations with emotional/behavioural difficulties in a cross-sectional, school-based study. Child Adolesc Psychiatry Ment Health. (2014) 8:3. doi: 10.1186/1753-2000-8-3 PubMed DOI PMC

Bor W, Dean AJ, Najman J, Hayatbakhsh R. Are child and adolescent mental health problems increasing in the 21st century? A systematic review. Aust N Z J Psychiatry. (2014) 48:606–16. doi: 10.1177/0004867414533834, PMID: PubMed DOI

Collishaw S. Annual research review: secular trends in child and adolescent mental health. J Child Psychol Psychiatry. (2015) 56:370–93. doi: 10.1111/jcpp.12372, PMID: PubMed DOI

Verboom CE, Sijtsema JJ, Verhulst FC, Penninx BWJH, Ormel J. Longitudinal associations between depressive problems, academic performance, and social functioning in adolescent boys and girls. Dev Psychol. (2014) 50:247–57. doi: 10.1037/a0032547, PMID: PubMed DOI

de Lijster JM, Dieleman GC, Utens EMWJ, Dierckx B, Wierenga M, Verhulst FC, et al. . Social and academic functioning in adolescents with anxiety disorders: a systematic review. J Affect Disord. (2018) 230:108–17. doi: 10.1016/j.jad.2018.01.008, PMID: PubMed DOI

McLeod JD, Uemura R, Rohrman S. Adolescent mental health, behavior problems, and academic achievement. J Health Soc Behav. (2012) 53:482–97. doi: 10.1177/0022146512462888, PMID: PubMed DOI PMC

Totsika V, Sylva K. The home observation for measurement of the environment revisited. Child Adolesc Ment Health. (2004) 9:25–35. doi: 10.1046/j.1475-357X.2003.00073.x, PMID: PubMed DOI

Due P, Damsgaard MT, Madsen KR, Nielsen L, Rayce SB, Holstein BE. Increasing prevalence of emotional symptoms in higher socioeconomic strata: trend study among Danish schoolchildren 1991–2014. Scand J Public Health. (2019) 47:690–4. doi: 10.1177/1403494817752520, PMID: PubMed DOI

Letourneau NL, Duffett-Leger L, Levac L, Watson B, Young-Morris C. Socioeconomic status and child development: a meta-analysis. J Emot Behav Disord. (2013) 21:211–24. doi: 10.1177/1063426611421007 DOI

Stark KD, Banneyer KN, Wang LA, Arora P. Child and adolescent depression in the family. Couple Fam Psychol Res Pract. (2012) 1:161–84. doi: 10.1037/a0029916 DOI

Pinquart M, Shen Y. Depressive symptoms in children and adolescents with chronic physical illness: an updated meta-analysis. J Pediatr Psychol. (2011) 36:375–84. doi: 10.1093/jpepsy/jsq104, PMID: PubMed DOI

Pinquart M, Shen Y. Anxiety in children and adolescents with chronic physical illnesses: a meta-analysis. Acta Paediatr. (2011) 100:1069–76. doi: 10.1111/j.1651-2227.2011.02223.x, PMID: PubMed DOI

Sawyer SM, Aroni RA. Self-management in adolescents with chronic illness. What does it mean and how can it be achieved? Med J Aust. (2005) 183:405–9. doi: 10.5694/j.1326-5377.2005.tb07103.x, PMID: PubMed DOI

Huang Y, Procházková M, Lu J, Riad A, Macek P. Family related variables’ influences on adolescents’ health based on health behaviour in school-aged children database, an AI-assisted scoping review, and narrative synthesis. Front Psychol. (2022) 13:871795. doi: 10.3389/fpsyg.2022.871795 PubMed DOI PMC

Univerzita Palackého v Olomouci . Metodika HBSC – Sběr Dat 2018. (2018) Available from: https://hbsc.cz/wp-content/uploads/2020/05/metodika-HBSC-2018.pdf

Hobza V, Hamrik Z, Bucksch J, De Clercq B. The family affluence scale as an indicator for socioeconomic status: validation on regional income differences in the Czech Republic. Int J Environ Res Public Health. (2017) 14:1540. doi: 10.3390/ijerph14121540, PMID: PubMed DOI PMC

Lemon SC, Roy J, Clark MA, Friedmann PD, Rakowski W. Classification and regression tree analysis in public health: methodological review and comparison with logistic regression. Ann Behav Med. (2003) 26:172–81. doi: 10.1207/S15324796ABM2603_02, PMID: PubMed DOI

Repetti RL, Taylor SE, Seeman TE. Risky families: family social environments and the mental and physical health of offspring. Psychol Bull. (2002) 128:330–66. doi: 10.1037/0033-2909.128.2.330, PMID: PubMed DOI

Elgar FJ, Craig W, Trites SJ. Family dinners, communication, and mental health in Canadian adolescents. J Adolesc Health. (2013) 52:433–8. doi: 10.1016/j.jadohealth.2012.07.012, PMID: PubMed DOI

De Looze ME, Cosma AP, Vollebergh WAM, Duinhof EL, de Roos SA, van Dorsselaer S, et al. . Trends over time in adolescent emotional wellbeing in the Netherlands, 2005-2017: links with perceived schoolwork pressure, parent-adolescent communication and bullying victimization. J Youth Adolesc. (2020) 49:2124–35. doi: 10.1007/s10964-020-01280-4, PMID: PubMed DOI PMC

Bacchini D, Concetta Miranda M, Affuso G. Effects of parental monitoring and exposure to community violence on antisocial behavior and anxiety/depression among adolescents. J Interpers Violence. (2011) 26:269–92. doi: 10.1177/0886260510362879, PMID: PubMed DOI

Stattin H, Kerr M. Parental monitoring: a reinterpretation. Child Dev. (2000) 71:1072–85. doi: 10.1111/1467-8624.00210, PMID: PubMed DOI

Hamza CA, Willoughby T. Perceived parental monitoring, adolescent disclosure, and adolescent depressive symptoms: a longitudinal examination. J Youth Adolesc. (2011) 40:902–15. doi: 10.1007/s10964-010-9604-8, PMID: PubMed DOI

Wills TA, Forbes M, Gibbons FX. Parental and peer support: an analysis of their relations to adolescent substance use In: Scheier LM, Hansen WB, editors. Parenting and Teen Drug Use: The Most Recent Findings from Research, Prevention, and Treatment. New York: Oxford University Press; (2014). 148–65.

Wang Z, Kouvonen A, Satka M, Julkunen I. Parental social support and adolescent well-being: a cross-sectional study in China. Child Indic Res. (2019) 12:299–317. doi: 10.1007/s12187-018-9547-2 DOI

Stice E, Ragan J, Randall P. Prospective relations between social support and depression: differential direction of effects for parent and peer support? J Abnorm Psychol. (2004) 113:155–9. doi: 10.1037/0021-843X.113.1.155, PMID: PubMed DOI

Sen CP, Saucier DA, Hafner E. Meta-analysis of the relationships between social support and well-being in children and adolescents. J Soc Clin Psychol. (2010) 29:624–45. doi: 10.1521/jscp.2010.29.6.624 DOI

Hellfeldt K, López-Romero L, Andershed H. Cyberbullying and psychological well-being in young adolescence: the potential protective mediation effects of social support from family, friends, and teachers. Int J Environ Res Public Health. (2020) 17:45. doi: 10.3390/ijerph17010045 PubMed DOI PMC

Compas BE, Jaser SS, Dunn MJ, Rodriguez EM. Coping with chronic illness in childhood and adolescence. Annu Rev Clin Psychol. (2012) 8:455–80. doi: 10.1146/annurev-clinpsy-032511-143108, PMID: PubMed DOI PMC

Irwin MK, Elam M. Are we leaving children with chronic illness behind? Phys Disabil Educ Relat Serv. (2011) 30:67–80.

Find record

Citation metrics

Loading data ...

Archiving options

Loading data ...