Laura van Duin (1st author) and Floor Bevaart (1st author) collaborated on the first draft of the manuscript
Most multi-problem young adults (18–27 years old) have been exposed to childhood maltreatment and/or have been involved in juvenile delinquency and, therefore, could have had Child Protection Service (CPS) interference during childhood. The extent to which their childhood problems persist and evolve into young adulthood may differ substantially among cases. This might indicate heterogeneous profiles of CPS risk factors. These profiles may identify combinations of closely interrelated childhood problems which may warrant specific approaches for problem recognition and intervention in clinical practice. The aim of this study was to retrospectively identify distinct statistical classes based on CPS data of multi-problem young adults in The Netherlands and to explore whether these classes were related to current psychological dysfunctioning and delinquent behaviour.
Age at first CPS interference, numbers and types of investigations, age at first offence, mention of child maltreatment, and family supervision order measures (Dutch: ondertoezichtstelling; OTS) were extracted from the CPS records of 390 multi-problem young adult males aged 18–27 (mean age 21.7). A latent class analysis (LCA) was conducted and one-way analyses of variance and post-hoc t-tests examined whether LCA class membership was related to current self-reported psychological dysfunctioning and delinquent behaviour.
Four latent classes were identified: (1) late CPS/penal investigation group (44.9%), (2) early CPS/multiple investigation group (30.8%), (3) late CPS interference without investigation group (14.6%), and (4) early CPS/family investigation group (9.7%). The early CPS/family investigation group reported the highest mean anxiousness/depression and substance use scores in young adulthood. No differences were found between class membership and current delinquent behaviour.
This study extends the concept that distinct pathways are present in multi-problem young adults who underwent CPS interference in their youth. Insight into the distinct combinations of CPS risk factors in the identified subgroups may guide interventions to tailor their treatment to the specific needs of these children. Specifically, treatment of internalizing problems in children with an early onset of severe family problems and for which CPS interference is carried out should receive priority from both policy makers and clinical practice.
Barrett DE, Katsiyannis A, Zhang D, Zhang D. Delinquency and recidivism: a Multicohort, Matched-Control Study of the Role of Early Adverse Experiences, Mental Health Problems, and Disabilities. J Emot Behav Disord. 2014;22:3–15. CrossRef
Barrett DE, Katsiyannis A. Juvenile offending and crime in early adulthood: a large sample analysis. J Child Fam Stud. 2016;25:1086–97. CrossRef
Haapasalo J. Young offenders’ experiences of Child Protection Services. J Youth Adolesc. 2000;29:355–71. CrossRef
Pecora PJ, Kessler RC, O’Brien K, White CR, Williams J, Hiripi E, et al. Educational and employment outcomes of adults formerly placed in foster care: results from the Northwest Foster Care Alumni Study. Child Youth Serv Rev. 2006;28:1459–81. CrossRef
Braga T, Gonçalves LC, Basto-Pereira M, Maia Â. Unraveling the link between maltreatment and juvenile antisocial behavior: a meta-analysis of prospective longitudinal studies. Aggress Violent Behav. 2017;33:37–50. CrossRef
Dembo R, Wareham J, Poythress N, Meyers K, Schmeidler J. Psychosocial functioning problems over time among high-risk youths. Crime Delinq. 2008;54:644–70. CrossRef
Haapasalo J, Pokela E. Child-rearing and child abuse antecedents of criminality. Aggress Violent Behav. 1999;4:107–27. CrossRef
Steinberg L. Adolescence. 10th ed. New York: McGraw-Hill; 2014.
Potter CC, Jenson JM. Cluster profiles of multiple problem youth: mental health problem symptoms, substance use, and delinquent conduct. Crim Justice Behav. 2003;30:230–50. CrossRef
Van der Geest V, Bijleveld C, Blokland A. Ontwikkelingspaden van delinquent gedrag bij hoog-risicojongeren. Tijdschr. Voor Criminol. 2007;49:351–69.
Colman RA, Mitchell-Herzfeld S, Kim DH, Shady TA. From delinquency to the perpetration of child maltreatment: examining the early adult criminal justice and child welfare involvement of youth released from juvenile justice facilities. Child Youth Serv Rev. 2010;32:1410–7. https://doi.org/10.1016/j.childyouth.2010.06.010. CrossRef
Geest, Van der V, Blokland A, Bijleveld C. Delinquent development in a sample of high-risk youth: shape, content, and predictors of delinquent trajectories from age 12 to 32. J Res Crime Delinq. 2009;46:111–43. http://jrc.sagepub.com/content/46/2/111.abstract.
DeLisi M, Neppl TK, Lohman BJ, Vaughn MG, Shook JJ. Early starters: which type of criminal onset matters most for delinquent careers? J Crim Justice. 2013;41:12–7. CrossRef
Blokland A, Palmen H, San Van M. Crimineel gedrag in de jongvolwassenheid. Tijdschr Voor Criminol. 2012;54:85–98.
Doreleijers TH, Fokkens JW. Minderjarigen en jongvolwassenen: Pleidooi voor een evidence based strafrecht. Rechtstreeks. 2010;2:9–47.
Lamet W, James C, Dirkzwager A, Van der Laan P. Reclasseringstoezicht en jongvolwassenen. PROCES. 2010;89:371–83.
Arnett JJ. Emerging adulthood : what is it, and What is it good for ? Child Dev Perspect. 2007;1:68–73. CrossRef
D’Oosterlinck F, Broekaert E, Vander Haeghen C. Probleemjongeren te vroeg het te-huis uit? voor Orthop Kinderpsychiatrie, en Klin Kinderpsychologie. 2006;31:58–68.
Berzin SC. Difficulties in the transition to adulthood: using propensity scoring to understand what makes foster youth vulnerable. Soc Serv Rev. 2008;82:171–96. CrossRef
Collins ME. Transition to adulthood for vulnerable youths: a review of research and implications for policy. Soc Serv Rev. 2001;72:271–91. CrossRef
Bullis M, Yovanoff P. Those who do not return: correlates of the work and school engagemtent of formerly incarcerated youth who remain in the community. J Emot Behav Disord. 2002;10:66–78. CrossRef
Fagan J, Freeman R. Crime and work. Crime Justice. 1999;25:225–90. CrossRef
Arnett JJ. The developmental context of substance use in emerging adulthood. J Drug Issues. 2005;35:235–53. CrossRef
Osgood DW, Foster EM, Flanagan C, Gretchen RR, Courtney ME, Heuring DH, et al. On your own without a net: the transition to adulthood for vulnerable populations. Osgood DW, Foster EM, Flanagan C, Ruth GR, editors. Chicago: The University of Chicago; 2005.
Osgood DW, Foster EM, Courtney ME. Vulnerable populations and the transition to adulthood. Futur Child. 2010;20:209–29. CrossRef
Courtney ME, Dworsky A. Early outcomes for young adults transitioning from out-of-home care in the USA. Child Fam Soc Work. 2006;11:209–19. CrossRef
Havlicek J, Courtney ME. Maltreatment histories of aging out foster youth: a comparison of official investigated reports and self-reports of maltreatment prior to and during out-of-home care. Child Abus Negl. 2016;52:110–22. CrossRef
Loman LA. Families frequently encountered by child protection services: a Report on Chronic Child Abuse and Neglect. Missouri: St. Louis; 2006.
Darlington Y, Healy K, Feeney JA. Approaches to assessment and intervention across four types of child and family welfare services. Child Youth Serv Rev. 2010;32:356–64. CrossRef
Domburgh, Van L, Vermeiren R, Doreleijers TAH. Screening and assessment. In: Loeber R, Slot NW, Laan, van der PH, Hoeve M, editors. Tomorrow’s Crim. Dev. child Delinq. Eff. Interv. Aldershot: Ashgate; 2008. p. 165–78.
Montgomery P, Donkoh C, Underhill K. Independent living programs for young people leaving the care system: the state of the evidence. Child Youth Serv Rev. 2006;28:1435–48. CrossRef
Kapp SA. Pathways to Prison: life histories of former clients of the child welfare and juvenile justice systems. J Soci Soc Welf. 2000;27:63–74.
International Research Triagle Institute. Adolescents involved with child welfare: a transition to adulthood. Washington D.C.: National Survey of Child and Adolescent Well-Being (NSCAW); 2008.
Smith CA, Ireland TO, Thornberry TP. Adolescent maltreatment and its impact on young adult antisocial behavior. Child Abus Negl. 2005;29:1099–119. CrossRef
Maschi T, Hatcher SS, Schwalbe CS, Rosato NS. Mapping the social service pathways of youth to and through the juvenile justice system: a comprehensive review. Child Youth Serv Rev. 2008;30:1376–85. CrossRef
Barnes JC, Boutwell BB. On the relationship of past to future involvement in crime and delinquency: a behavior genetic analysis. J Crim Justice. 2012;40:94–102. CrossRef
Corrales T, Waterford M, Goodwin-Smith I, Wood L, Yourell T, Ho C. Childhood adversity, sense of belonging and psychosocial outcomes in emerging adulthood: a test of mediated pathways. Child Youth Serv Rev. 2016;63:110–9. CrossRef
Spies H, Tan S, Davelaar M. De Jeugd Maar Geen Toekomst? Naar Een Effectieve Aanpak Van Sociale Uitsluiting. Amsterdam: SWP; 2016.
Fassaert T, Lauriks S, Van De Weerd S, Theunissen J, Kikkert M, Dekker J, et al. Psychometric properties of the Dutch version of the self-sufficiency matrix (SSM-D). Community Ment Health J. 2014;50:583–90. PubMed
Fassaert T, Lauriks S, Van De Weerd S, De Wit M, Buster M. Ontwikkeling en betrouwbaarheid van de Zelfredzaamheid-Matrix. Tijdschr voor Gezondheidswetenschappen. 2013;91:169–77. CrossRef
Bannink R, Broeren S, Heydelberg J, van’t Klooster E, Raat H. Psychometric properties of self-sufficiency assessment tools in adolescents in vocational education. BMC Psychol. 2015;33:10.
Culhane DP, Gross KS, Parker WD, Poppe B, Sykes E. Accountability, cost-effectiveness, and program performance: progress since 1998. Retrieved from http://repository.upenn.edu/spp_papers/114.
Luijks MJ, Bevaart F, Zijlmans J, van Duin L, Marhe R, Doreleijers TA, et al. A multimodal day treatment program for multi-problem young adults: Study protocol of a randomized controlled trial in clinical practice. Trials. 2017;18:1–15. CrossRef
Het Kwaliteitskader van de Raad voor de Kinderbescherming. Utrecht; 2013.
McHugh ML. Interrater reliabilty: the kappa statistic. Biochem Medica. 2012;22:276–82. CrossRef
Keij I. Standaarddefinitie allochtonen. Index: Cent Bur voor Stat; 2000.
Achenbach TM, Rescorla LA. Manual for the ASEBA adult forms and profiles. Burlington: ASEBA; 2003.
van der Laan AM, Blom M. WODC-Monitor Zelfgerapporteerde Jeugd-criminaliteit—Meting 2005. Den Haag: WODC Memorandum; 2006.
van der Laan AM, Blom M, Kleemans ER. Exploring long-term and short-term risk factors for serious delinquency. Eur J Criminol. 2009;6:419–38. CrossRef
Bosma A, Asscher J, Van der Laan P, Stams J. Procesevaluatie Tools4U. Amsterdam: Kohnstamm Instituut; 2011.
Collins LM, Lanza ST. Latent Class and Latent Transition Analysis. Balding DJ, Cressie NAC, Fitzmaurice GM, Johnstone IM, Molenberghs G, Scott DW, et al., editors. New Jersey: Wiley; 2010.
Lanza ST, Collins LM, Lemmon DR, Schafer JL. PROC LCA: a SAS procedure for latent class analysis. Struct Equ Model Multidiscip J. 2007;14:671–94. CrossRef
Celeux G, Soromenho G. An entropy criterion for assessing the number of clusters in a mixture model. J Classif. 1996;13:195–212. CrossRef
Field A. Discovering statistics using SPSS. 3rd ed. chennai: Sage Publications; 2009.
Raad voor de Kinderbescherming. 2016: ongeveer 35.000 kinderen in aanraking met de RvdK. 2017 https://www.kinderbescherming.nl/actueel/nieuws/2017/04/18/2016-ongeveer-35.000-kinderen-in-aanraking-met-de-rvdk Accessed 2017 Jun 30.
Nederlands Jeugdinstituut. Studie cijfers kindermishandeling. 2016. http://www.nji.nl/Kindermishandeling-Probleemschets-Cijfers.
LeBlanc ML, Bouthillier C. A developmental test of the general deviance syndrome with adjudicated girls and boys using hierarchical confirmatory factor analysis. Crim Behav Ment Heal. 2003;13:81–105. CrossRef
McCluskey CP, Bynum TS, Patchin JW. Reducing chronic absenteeism: an assessment of an early truancy initiative. Crime Delinq. 2004;50:214–34. CrossRef
Jessor R, Jessor SL. Problem behavior and psychosocial development: A longitudinal study of youth. San Diego: Academic Press; 1977.
Myers JEB. A short history of child protection in America. Fam Law Q. 2008;42:449–63.
HM Government. Working together to safeguard children. 2015. https://www.gov.uk/government/publications/working-together-to-safeguard-children--2.
Berg T, Vink C. Jeugdzorg in Europa—Lessen over strategieën en zorgsystemen uit Engeland, Duitsland. Utrecht: Noorwegen en Zweden; 2009.
- Child Protection Service interference in childhood and the relation with mental health problems and delinquency in young adulthood: a latent class analysis study
Laura van Duin
Carmen H. Paalman
Marie-Jolette A. Luijks
Arjan A. J. Blokland
Theo A. H. Doreleijers
- BioMed Central