A Cumulative Substance Use Score as a Novel Measure to Predict Risk of Criminal Recidivism in Forensic Juvenile Male Outpatients

Abstract

This longitudinal study aimed to evaluate a newly developed cumulative measure for substance use problems as predictor of criminal recidivism in youth. Questionnaires-based substance-related behaviors (tobacco, alcohol, cannabis and further drugs), and interview-based psychiatric disorders were assessed in a sample of 142 male adolescent forensic outpatients in Zurich, Switzerland (mean age 16.8 years, SD = 1.4 years). Cox regressions were used to test whether substance use behaviors/disorders were predictors of officially recorded criminal offenses 365 days after the initial assessment. The cumulative substance problem score (SPS) was a valid measure for assessing the risk of criminal recidivism for youth having 2–3 (OR 2.24–2.56) and 4+ problems (OR 3.40–4.37) in comparison to youth with 0–1 problems. Forensic experts and clinicians should comprehensively assess substance use patterns in juvenile offenders and may use the SPS as an indicator for further criminal risks. Additional analysis of the SPS in other forensic samples and cultures would be worthwhile.

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References

  1. 1.

    Aebi M, Steinhausen HC (2018) Violent juvenile offenders: a psychiatric and mental health perspective. In: Vazsonyi AT, Flannery DJ, DeLisi M (eds) The Cambridge handbook of violent behavior and aggression, 2nd edn. Cambidge University Press, Cambridge, pp 278–300

    Google Scholar 

  2. 2.

    Bessler C, Stiefel D, Barra S, Plattner B, Aebi M (2019) Mental disorders and criminal recidivism in male juvenile prisoners. Z Kinder Jugendpsychiatr Psychother 47:73–88

    Article  Google Scholar 

  3. 3.

    Colins OF, Vermeiren R, Vreugdenhil C, van den Brink W, Doreleijers T, Broekaert E (2010) Psychiatric disorders in detained male adolescents: a systematic literature review. Can J Psychiatry 55:255–263

    Article  Google Scholar 

  4. 4.

    McClelland GM, Elkington KS, Teplin LA, Abram KM (2004) Multiple substance use disorders in juvenile detainees. J Am Acad Child Adolesc Psychiatry 43:1215–1224

    Article  Google Scholar 

  5. 5.

    Wasserman GA, McReynolds LS, Schwalbe CS, Keating JM, Jones SA (2010) Psychiatric disorder, comorbidity, and suicidal behavior in juvenile justice youth. Crim Justice Behav 37:1361–1376

    Article  Google Scholar 

  6. 6.

    Imbach D, Aebi M, Winkler Metzke C, Bessler C, Steinhausen HC (2013) Internalizing and externalizing problems, depression, and self-esteem in non-detained male juvenile offenders. Child Adolesc Ment Health 7:7

    Article  Google Scholar 

  7. 7.

    Gottfredson MR, Hirschi T (1990) A general theory of crime. Stanford University Press, Stanford

    Google Scholar 

  8. 8.

    Pratt TC, Cullen FT, Sellers CS, Winfree LT Jr, Madensen TD, Daigle LE et al (2010) The empirical status of social learning theory: a meta-analysis. Justice Q 27:765–802

    Article  Google Scholar 

  9. 9.

    Akers RL, Jennings WG (2019) The social learning theory of crime and deviance. In: Krohn M, Lizotte A, Hall G (eds) Handbook on crime and deviance. Springer, New York, pp 113–129

    Google Scholar 

  10. 10.

    Kopak AM, Proctor SL (2016) Acute and chronic effects of substance use as predictors of criminal offense types among juvenile offenders. J Juv Justice 5:50–64

    Google Scholar 

  11. 11.

    Chassin L, Mansion AD, Nichter B, Pandika D (2016) Substance use and substance use disorders as risk factors for juvenile offending. In: Heilbrun KE, DeMatteo DE, Goldstein NE (eds) APA handbook of psychology and juvenile justice. American Psychological Association, Washington, pp 277–305

    Google Scholar 

  12. 12.

    Craig JM, Piquero AR, Farrington DP, Ttofi MM (2017) A little early risk goes a long bad way: adverse childhood experiences and life-course offending in the Cambridge study. J Crim Justice 53:34–45

    Article  Google Scholar 

  13. 13.

    Waller R, Hicks BM (2019) Trajectories of alcohol and marijuana use among primary versus secondary psychopathy variants within an adjudicated adolescent male sample. Pers Disord 10:87–96

    Article  Google Scholar 

  14. 14.

    White HR, Conway FN, Buckman JF, Loeber R (2018) Does substance use exacerbate escalation along developmental pathways of covert and overt externalizing behaviors among young men? J Dev Life Course Criminol 4:137–147

    Article  Google Scholar 

  15. 15.

    Cottle CC, Lee RJ, Heilbrun K (2001) The prediction of criminal recidivism in juveniles: a meta-analysis. Crim Justice Behav 28:367–394

    Article  Google Scholar 

  16. 16.

    Scott T, Brown SL (2018) Risks, strengths, gender, and recidivism among justice-involved youth: a meta-analysis. J Consult Clin Psychol 86:931–945

    Article  Google Scholar 

  17. 17.

    Wibbelink CJ, Hoeve M, Stams GJJ, Oort FJ (2017) A meta-analysis of the association between mental disorders and juvenile recidivism. Aggress Violent Behav 33:78–90

    Article  Google Scholar 

  18. 18.

    Stoolmiller M, Blechman EA (2005) Substance use is a robust predictor of adolescent recidivism. Crim Justice Behav 32:302–328

    Article  Google Scholar 

  19. 19.

    Welty LJ, Hershfield JA, Abram KM, Han H, Byck GR, Teplin LA (2017) Trajectories of substance use disorder in youth after detention: a 12-year longitudinal study. J Am Acad Child Adolesc Psychiatry 56:140–148

    Article  Google Scholar 

  20. 20.

    Henggeler SW, Clingempeel WG, Brondino MJ, Pickrel SG (2002) Four-year follow-up of multisystemic therapy with substance-abusing and substance-dependent juvenile offenders. J Am Acad Child Adolesc Psychiatry 41:868–874

    Article  Google Scholar 

  21. 21.

    Baglivio MT, Wolff KT, Piquero AR, Epps N (2015) The relationship between adverse childhood experiences (ACE) and juvenile offending trajectories in a juvenile offender sample. J Crim Justice 43:229–241

    Article  Google Scholar 

  22. 22.

    Vermeiren R (2003) Psychopathology and delinquency in adolescents: a descriptive and developmental perspective. Clin Psychol Rev 23:277–318

    Article  Google Scholar 

  23. 23.

    Mueller R, Abbet JP (1991) Changing trends in the consumption of legal and illegal drugs by 11–16-year-old adolescent pupils. Findings from a study conducted under auspices of the World Health Organisation. Swiss Professional Service for Alcohol Problems, Lausanne

  24. 24.

    Steinhausen HC, Metzke CW (2003) The validity of adolescent types of alcohol use. J Child Psychol Psychiatry 44:677–686

    Article  Google Scholar 

  25. 25.

    Steinhausen HC, Eschmann S, Heimgartner A, Metzke CW (2008) Frequency, course and correlates of alcohol use from adolescence to young adulthood in a Swiss community survey. BMC Psychiatry 8:5

    Article  Google Scholar 

  26. 26.

    Aebi M, Giger J, Plattner B, Winkler Metzke C, Steinhausen HC (2014) Problem coping skills, psychosocial adversities and mental health problems in children and adolescents as predictors of criminal outcomes in young adulthood. Eur Child Adolesc Psychiatry 23:283–293

    Article  Google Scholar 

  27. 27.

    James P, Kearns C, Campbell A (2013) Adolescents and substance use. CRC Press, Boca Raton

    Google Scholar 

  28. 28.

    Sheehan DV, Sheehan KH, Shytle RD, Janavs J, Bannon Y, Rogers JE et al (2010) Reliability and validity of the mini international neuropsychiatric interview for children and adolescents (MINI-KID). J Clin Psychiatry 71:313–326

    Article  Google Scholar 

  29. 29.

    International Labour Organisation (2008) International standard classification of occupations (ISCO). https://www.ilo.org/public/english/bureau/stat/isco/isco08/

  30. 30.

    Gmel G, Kuendig H, Notari L, Gmel C (2017) Suchtmonitoring Schweiz - Konsum von Alkohol, Tabak und illegalen Drogen in der Schweiz im Jahr 2016. Sucht Schweiz, Lausanne (Switzerland)

    Google Scholar 

  31. 31.

    Dembo R, Dertke M, Borders S, Washburn M, Schmeidler J (1988) The relationship between physical and sexual abuse and tobacco, alcohol, and illicit drug use among youths in a juvenile detention center. Int J Ment Health Addict 23:351–378

    Google Scholar 

  32. 32.

    Plattner B, Giger J, Bachmann F, Bruhwiler K, Steiner H, Steinhausen HC et al (2012) Psychopathology and offense types in detained male juveniles. Psychiatry Res 198:285–290

    Article  Google Scholar 

  33. 33.

    Moore TH, Zammit S, Lingford-Hughes A, Barnes TR, Jones PB, Burke M et al (2007) Cannabis use and risk of psychotic or affective mental health outcomes: a systematic review. Lancet 370:319–328

    Article  Google Scholar 

  34. 34.

    Lev-Ran S, Roerecke M, Le Foll B, George T, McKenzie K, Rehm J (2014) The association between cannabis use and depression: a systematic review and meta-analysis of longitudinal studies. Psychol Med 44:797–810

    Article  Google Scholar 

  35. 35.

    Frick PJ, Lahey BB, Loeber R, Tannenbaum L, Van Horn Y, Christ MAG et al (1993) Oppositional defiant disorder and conduct disorder: a meta-analytic review of factor analyses and cross-validation in a clinic sample. Clin Psychol Rev 13:319–340

    Article  Google Scholar 

  36. 36.

    Sanchagrin K, Heimer K, Paik A (2017) Adolescent delinquency, drinking, and smoking: does the gender of friends matter? Youth Soc 49:805–826

    Article  Google Scholar 

  37. 37.

    Harford TC, Yi HY, Grant BF (2010) The five-year diagnostic utility of “diagnostic orphans” for alcohol use disorders in a national sample of young adults. J Stud Alcohol Drugs 71:410–417

    Article  Google Scholar 

  38. 38.

    Plattner B, Steiner H, The SSL, Kraemer HC, Bauer SM, Kindler J et al (2009) Sex-specific predictors of criminal recidivism in a representative sample of incarcerated youth. Compr Psychiatry 50:400–407

    Article  Google Scholar 

  39. 39.

    Elkington KS, Teplin LA, Abram KM, Jakubowski JA, Dulcan MK, Welty LJ (2015) Psychiatric disorders and violence: a study of delinquent youth after detention. J Am Acad Child Adolesc Psychiatry 54:302–312

    Article  Google Scholar 

  40. 40.

    Mulvey EP, Schubert CA, Chaissin L (2010) Substance use and delinquent behavior among serious adolescent offenders. US Department of Justice, Office of Justice Programs, Office of Juvenile Justice and Delinquency Prevention, DC

  41. 41.

    MacKillop J, Amlung MT, Few LR, Ray LA, Sweet LH, Munafò MR (2011) Delayed reward discounting and addictive behavior: a meta-analysis. Psychopharmacology 216:305–321

    Article  Google Scholar 

  42. 42.

    Lee CA, Derefinko KJ, Milich R, Lynam DR, DeWall CN (2017) Longitudinal and reciprocal relations between delay discounting and crime. Pers Individ Dif 111:193–198

    Article  Google Scholar 

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Correspondence to Marcel Aebi.

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Aebi, M., Bessler, C. & Steinhausen, HC. A Cumulative Substance Use Score as a Novel Measure to Predict Risk of Criminal Recidivism in Forensic Juvenile Male Outpatients. Child Psychiatry Hum Dev 52, 30–40 (2021). https://doi.org/10.1007/s10578-020-00986-7

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Keywords

  • Juvenile offender
  • Alcohol
  • Marijuana
  • Substance dependency
  • Psychiatric disorders
  • Criminal recidivism