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Impulse Control and Callous-Unemotional Traits Distinguish Patterns of Delinquency and Substance Use in Justice Involved Adolescents: Examining the Moderating Role of Neighborhood Context

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Abstract

Both callous-unemotional (CU) traits and impulse control are known risk factors associated with delinquency and substance use. However, research is limited in how contextual factors such as neighborhood conditions influence the associations between these two dispositional factors and these two externalizing behaviors. The current study utilized latent class analysis (LCA) to identify unique classes of delinquency and substance use within an ethnically diverse sample (n = 1216) of justice-involved adolescents (ages 13 to 17) from three different sites. Neighborhood disorder, CU traits, and impulse control were all independently associated with membership in classes with more extensive histories of delinquency and substance use. The effects of CU traits and impulse control in distinguishing delinquent classes was invariant across levels of neighborhood disorder, whereas neighborhood disorder moderated the association between impulse control and substance use. Specifically, the probability of being in more severe substance using classes for those low in impulse control was stronger in neighborhoods with fewer indicators of social and physical disorder.

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References

  • Aiken, L. S., & West, S. G. (1991). Multiple regression: Testing and interpreting interactions. Newbury Park: Sage.

    Google Scholar 

  • Allison, K. W., Crawford, I., Leone, P. E., Trickett, E., Perez-Febles, A., Burton, L. M., & Le Blanc, R. (1999). Adolescent substance use: preliminary examinations of school and neighborhood context. American Journal of Community Psychology, 27(2), 111–141. doi:10.1023/A:1022879500217.

    Article  PubMed  Google Scholar 

  • Barker, E. D., Trentacosta, C. J., & Salekin, R. T. (2011). Are impulsive adolescents differentially influenced by the good and bad of neighborhood and family? Journal of Abnormal Psychology, 120(4), 981–986. doi:10.1037/a0022878.

    Article  PubMed  PubMed Central  Google Scholar 

  • Bechtold, J., Cavanagh, C., Shulman, E. P., & Cauffman, E. (2013). Does mother know best? Adolescent and mother reports of impulsivity and subsequent delinquency. Journal of Youth and Adolescence. doi:10.1007/s10964-013-0080-9.

    PubMed  Google Scholar 

  • Broidy, L. M., Nagin, D. S., Tremblay, R., Bates, J. E., Brame, B., Dodge, K. A., … Vitaro, F. (2003). Developmental trajectories of childhood disruptive behaviors and adolescent delinquency. Developmental Psychology, 39(2), 222–245. doi:10.1037/0012-1649.39.2.222.

  • Burns, B. J., Howell, J. C., Wiig, J. K., Augimeri, L. K., Welsh, B. C., Loeber, R., & Petechuk, D. (2003). Treatment, services, and intervention programs for child delinquents. Child Development Bulletin Series.

  • Byrd, A. L., Loeber, R., & Pardini, D. A. (2012). Understanding desisting and persisting forms of delinquency: the unique contributions of disruptive behavior disorders and interpersonal callousness. Journal of Child Psychology and Psychiatry, 53, 371–380. doi:10.1111/j.1469-7610.2011.02504.x.

    Article  PubMed  PubMed Central  Google Scholar 

  • Carroll, A., Hemingway, F., Bower, J., Ashman, A., Houghton, S., & Durkin, K. (2006). Impulsivity in juvenile delinquency: differences among early-onset, late-onset, and non-offenders. Journal of Youth and Adolescence, 35(4), 519–529. doi:10.1007/s10964-006-9053-6.

    Article  Google Scholar 

  • Chassin, L., Rogosch, F., & Barrera. (1991). Substance use and symptomatology among adolescent children of alcoholics. Journal of Abnormal Psychology, 100(4), 449–463. doi:10.1037/0021-843X.100.4.449.

    Article  PubMed  Google Scholar 

  • Chung, H. L., & Steinberg, L. (2006). Relations between neighborhood factors, parenting behaviors, peer deviance, and delinquency among serious juvenile offenders. Developmental psychology, 42(2), 319. doi:10.1037/0012-1649.42.2.319.

  • Clark, S. L., & Muthén, B. (2009). Relating latent class analysis results to variables not included in the analysis. Submitted for publication.

  • Cleveland, M. J., Collins, L. M., Lanza, S. T., Greenberg, M. T., & Feinberg, M. E. (2010). Does individual risk moderate the effect of contextual-level protective factors? A latent class analysis of substance use. Journal of Prevention & Intervention in the Community, 38(3), 213–228. doi:10.1080/10852352.2010.486299.

    Article  Google Scholar 

  • DeLisi, M. (2013). The Moffittization of criminology. International Journal of Offender Therapy and Comparative Criminology, 57, 911–912. doi:10.1177/0306624X13493391.

    Article  PubMed  Google Scholar 

  • DeLisi, M., Dansby, T., Peters, D. J., Vaughn, M. G., Shook, J. J., & Hochstetler, A. (2013). Fledgling psychopathic features and pathological delinquency: new evidence. American Journal of Criminal Justice, 39, 411–424. doi:10.1007/s12103-013-9218-2.

    Article  Google Scholar 

  • DeLisi, M., Peters, D. J., Dansby, T., Vaughn, M. G., Shook, J. J., & Hochstetler, A. (2014). Dynamics of psychopath and moral disengagement in the etiology of crime. Youth Violence and Juvenile Justice, 13, 295–314. doi:10.1177/1541204013506919.

    Article  Google Scholar 

  • Dupéré, V., Lacourse, É., Willms, J. D., Vitaro, F., & Tremblay, R. E. (2007). Affiliation to youth gangs during adolescence: the interaction between childhood psychopathic tendencies and neighborhood disadvantage. Journal of Abnormal Child Psychology, 35, 1035–1045. doi:10.1007/s10802-007-9153-0.

    Article  PubMed  Google Scholar 

  • Elliott, D. S., Huizinga, D., & Menard, S. (2012). Multiple problem youth: Delinquency, substance use, and mental health problems. Springer Science & Business Media.

  • Elliott, M. C., Dupéré, V., & Leventhal, T. (2015). Neighborhood context and the development of criminal and antisocial behavior. In The Development of Criminal and Antisocial Behavior (pp. 253–265). Springer International Publishing.

  • Essau, C. A., Sasagawa, S., & Frick, P. J. (2006). Callous-unemotional traits in a community sample of adolescents. Assessment, 13, 454–469. doi:10.1177/1073191106287354.

    Article  PubMed  Google Scholar 

  • Fanti, K. A., Frick, P. J., & Georgiou, S. (2009). Linking callous-unemotional traits to instrumental and non-instrumental forms of aggression. Journal of Psychopathology and Behavioral Assessment, 31, 285–298. doi:10.1007/s10862-008-9111-3.

    Article  Google Scholar 

  • Flexon, J. L. (2015). Evaluating variant callous-unemotional traits among noninstitutionalized youth: implications for violence research and policy. Youth Violence and Juvenile Justice, 13, 18–40. doi:10.1177/1541204013519829.

    Article  Google Scholar 

  • Frick, P. J., & Hare, R. D. (2001). The antisocial process screening device. Toronto: Multi-Health Systems.

    Google Scholar 

  • Frick, P. J., & Ray, J. V. (2014). Evaluating callous-unemotional traits as a personality construct. Journal of Personality. doi:10.1111/jopy.12114.

    PubMed  Google Scholar 

  • Frick, P. J., & Viding, E. M. (2009). Antisocial behavior from a developmental psychopathology perspective. Development and Psychopathology, 21, 1111–1131. doi:10.1017/S0954579409990071.

    Article  PubMed  Google Scholar 

  • Frick, P. J., & White, S. F. (2008). Research review: The importance of callous‐unemotional traits for developmental models of aggressive and antisocial behavior. Journal of Child Psychology and Psychiatry, 49(4), 359–375.

  • Frick, P. J., Ray, J. V., Thornton, L. C., & Kahn, R. E. (2014). Can callous-unemotional traits enhance the understanding, diagnosis, and treatment of serious conduct problems in children and adolescents? A comprehensive review. Psychological Bulletin, 140, 1–57. doi:10.1037/a0033076.

    Article  PubMed  Google Scholar 

  • Henggeler, S. W., Schoenwald, S. K., Borduin, C. M., Rowland, M. D., & Cunningham, P. B. (1998). Multisystemic treatment of antisocial behavior in children and adolescents. Treatment manuals for practitioners. New York: Guilford Press.

    Google Scholar 

  • Hillege, S., Das, J., & de Ruiter, C. (2010). The youth psychopathic traits inventory: psychometric properties and its relation to substance use and interpersonal style in a Dutch sample of nonreferred adolescents. Journal of Adolescence, 33, 83–91. doi:10.1016/j.adolescence.2009.05.006.

    Article  PubMed  Google Scholar 

  • Howard, A. L., Kimonis, E. R., Muñoz, L. C., & Frick, P. J. (2012). Violence exposure mediates the relation between callous-unemotional traits and offending patterns in adolescents. Journal of Abnormal Child Psychology, 40(8), 1237–1247. doi:10.1007/s10802-012-9647-2.

    Article  PubMed  Google Scholar 

  • Huizinga, D., Esbensen, F., & Weihar, A. (1991). Are there multiple paths to delinquency? Journal of Criminal Law and Criminology, 82, 83–118. doi:10.2307/1143790.

    Article  Google Scholar 

  • Jang, S. J., & Johnson, B. R. (2001). Neighborhood disorder, individual religiosity, and adolescent use of illicit drugs: a test of multilevel hypotheses. Criminology, 39, 109–144. doi:10.1111/j.1745-9125.2001.tb00918.x.

    Article  Google Scholar 

  • Jones, S., & Lynam, D. R. (2009). In the eye of the impulsive beholder: the independent and interactive influences of impulsivity and perceived informal social control on offending. Criminal Justice and Behavior, 36(6), 307–321. doi:10.1177/0093854808328653.

    Google Scholar 

  • Kimonis, E. R., Frick, P. J., Skeem, J., Marsee, M. A., Cruise, K., Muñoz, L. C., . . . Morris, A. S. (2008). Assessing callous-unemotional traits in adolescent offenders: validation of the Inventory of Callous-Unemotional Traits. International Journal of Law and Psychiatry, 31, 241–252. doi:10.1016/j.ijlp.2008.04.002.

  • Kroneman, L. M., Hipwell, A. E., Loeber, R., Koot, H. M., & Pardini, D. A. (2011). Contextual risk factors as predictors of disruptive behavior disorder trajectories in girls: the moderating effect of callous-unemotional features. Journal of Child Psychology and Psychiatry, 52, 167–175. doi:10.1111/j.1469-7610.2010.02300.x.

    Article  PubMed  PubMed Central  Google Scholar 

  • Kruh, I. P., Frick, P. J., & Clements, C. B. (2005). Historical and personality correlates to the violence patterns of juveniles tried as adults. Criminal Justice and Behavior, 32, 69–96. doi:10.1177/0093854804270629.

    Article  Google Scholar 

  • Lawing, K., Frick, P. J., & Cruise, K. R. (2010). Differences in offending patterns between adolescent sex offenders high or low in callous-unemotional traits. Psychological Assessment, 22, 298–305. doi:10.1037/a0018707.

    Article  PubMed  Google Scholar 

  • Lo, Y., Mendell, N. R., & Rubin, D. B. (2001). Testing the number of components in a normal mixture. Biometrika, 88(3), 767–778. doi:10.1093/biomet/88.3.767.

    Article  Google Scholar 

  • Lynam, D. R. (1996). The early identification of chronic offenders: who is the fledgling psychopath? Psychological Bulletin, 120, 209–234. doi:10.1037/0033-2909.120.2.209.

    Article  PubMed  Google Scholar 

  • Lynam, D. R., Caspi, A., Moffitt, T. E., Wikström, P. O., Loeber, R., & Novak, S. (2000). The interaction between impulsivity and neighborhood context on offending: the effects of impulsivity are stronger in poorer neighborhoods. Journal of Abnormal Psychology, 109(4), 563–574. doi:10.1037/0021-843X.109.4.563.

    Article  PubMed  Google Scholar 

  • Markowitz, A. J., Ryan, R. M., & Marsh, A. A. (2014). Neighborhod income and the expression of callous-unemotional traits. European Journal of Child and Adolescent Psychiatry. doi:10.1007/s00787-014-0663-3.

    Google Scholar 

  • McCuish, E. C., Corrado, R., Lussier, P., & Hart, S. D. (2014). Psychopathic traits and offending trajecotries from early adolescence to adulthood. Journal of Criminal Justice, 42, 18–40. doi:10.1016/j.jcrimjus.2013.12.004.

    Article  Google Scholar 

  • Meier, M. H., Slutske, W. S., Arndt, S., & Cadoret, R. J. (2008). Impulsive and callous traits are more strongly associated with delinquent behavior in higher risk neighborhoods among boys and girls. Journal of Abnormal Psychology, 117, 377–385. doi:10.1037/0021-843X.117.2.377.

    Article  PubMed  PubMed Central  Google Scholar 

  • Moffitt, T. E. (2006). Life-course persistent versus adolescence-limited antisocial behavior: Research review. In D. Cicchetti & D. J. Cohen (Eds.), Developmental psychopathology 2nd Edition, Vol.: Risk, disorder, and adaptation. New York: Wiley.

    Google Scholar 

  • Monahan, K. C., Steinberg, L., Cauffman, E., & Mulvey, E. (2009). Trajectories of antisocial behavior and psychosocial maturity from adolescence to young adulthood. Developmental Psychology, 45(6), 1654–1668. doi:10.1037/a0015862.

    Article  PubMed  PubMed Central  Google Scholar 

  • Muthén, L. K., & Muthén, B. O. (2008). Mplus (Version 5.1). Los Angeles: Muthén & Muthén.

    Google Scholar 

  • Neumann, A., Barker, E. D., Koot, H. M., & Maughan, B. (2010). The role of contextual risk, impulsivity, and parental knowledge in the development of adolescent antisocial behavior. Journal of Abnormal Psychology, 119(3), 534–545. doi:10.1037/a0019860.

    Article  PubMed  Google Scholar 

  • Nylund, K. L., Asparouhov, T., & Muthén, B. O. (2007). Deciding on the number of classes in latent class analysis and growth mixture modeling: a Monte Carlo simulation study. Structural Equation Modeling, 14(4), 535–569. doi:10.1080/10705510701575396.

    Article  Google Scholar 

  • Odgers, C. L., Moretti, M. M., Burnette, M. L., Chauhan, P., Waite, D., & Reppucci, N. D. (2007). A latent variable modeling approach to identifying subtypes of serious and violent female juvenile offenders. Aggressive Behavior, 33(4), 339–352. doi:10.1002/ab.20190.

    Article  PubMed  Google Scholar 

  • Odgers, C. L., Moffitt, T. E., Broadbent, J. M., Dickson, N., Hancox, R. J., Harrington, H., … Caspi, A. (2008). Female and male antisocial trajectories: from childhood origins to adult outcomes. Development and Psychopathology, 20(2), 673–716. doi:10.1017/S0954579408000333.

  • Odgers, C. L., Caspi, A., Bates, C. J., Sampson, R. J., & Moffitt, T. E. (2012). Systematic social observation of children’s neighborhoods using Google Street View: a reliable and cost-effective method. Journal of Child Psychology and Psychiatry, 53(10), 1009–1017. doi:10.1111/j.1469-7610.2012.02565.x.

    Article  PubMed  PubMed Central  Google Scholar 

  • Raine, A. (2002). Biosocial studies of antisocial and violent behavior in children and adults: a review. Journal of Abnormal Child Psychology, 30, 311–326.

    Article  PubMed  Google Scholar 

  • Sampson, R. J., & Groves, W. B. (1989). Community structure and crime: testing social-disorganization theory. American Journal of Sociology, 94(4), 774–802. doi:10.1086/229068.

    Article  Google Scholar 

  • Sampson, R. J., & Raudenbush, S. W. (1999). Systematic social observation of public spaces: a new look at disorder in urban neighborhoods. American Journal of Sociology, 105(3), 603–651. doi:10.1086/210356.

    Article  Google Scholar 

  • Sampson, R. J., Raudenbush, S. W., & Earls, F. (1997). Neighborhoods and violent crime: a multilevel study of collective efficacy. Science, 277(5328), 918–924. doi:10.1126/science.277.5328.918.

    Article  PubMed  Google Scholar 

  • Shaw, C. R., & McKay, H. D. (1942). Juvenile delinquency in urban areas. Chicago: University of Chicago Press.

    Google Scholar 

  • Sibley, M. H., Pelham, W. E., Molina, B. S. G., Gnagy, E. M., Waschbusch, D. A., Biswas, A., … Karch, K. M. (2011). The delinquency outcomes of boys with ADHD with and without comorbidity. Journal of Abnormal Child Psychology, 39, 21–32. doi:10.1007/s10802-010-9443-9.

  • Sibley, M. H., Waxmonsky, J. G., Robb, J. A., & Pelham, W. E. (2013). Implications of changes for the field: ADHD. Journal of Learning Disabilities, 46, 34–42. doi:10.1177/0022219412464350.

    Article  PubMed  Google Scholar 

  • Thornberry, T. P., & Krohn, M. D. (2000). The self-report method for measuring delinquency and crime. Criminal Justice, 4, 33–83.

    Google Scholar 

  • Trentacosta, C. J., Hyde, L. W., Shaw, D. S., & Cheong, J. (2009). Adolescent dispositions for antisocial behavior in context: the roles of neighborhood dangerousness and parental knowledge. Journal of Abnormal Psychology, 118(3), 564–575. doi:10.1037/a0016394.

    Article  PubMed  PubMed Central  Google Scholar 

  • Truong, K. D., & Ma, S. (2006). A systematic review of relations between neighborhoods and mental health. The Journal of Mental Health Policy and Economics, 9(3), 137–154.

    PubMed  Google Scholar 

  • Vaughn, M. G., DeLisi, M., Gunter, T., Fu, Q., Beaver, K. M., Perron, B. E., & Howard, M. O. (2011a). The severe 5 %: a latent class analysis of the externalizing behavior spectrum in the United States. Journal of Criminal Justice, 39(1), 75–80. doi:10.1016/j.jcrimjus.2010.12.001.

    Article  PubMed  PubMed Central  Google Scholar 

  • Vaughn, M. G., Fu, Q., Wernet, S. J., DeLisi, M., Beaver, K. M., Perron, B. E., & Howard, M. O. (2011b). Characteristics of abstainers from substance use and antisocial ebahvior in the United States. Journal of Criminal Justice, 39, 212–217. doi:10.1016/j.jcrimjus.2011.02.003.

    Article  PubMed  PubMed Central  Google Scholar 

  • Vaughn, M. G., Salas-Wright, C. P., DeLisi, M., & Maynard, B. R. (2014). Violence and externalizing behavior among youth in the United States: is there a severe 5 %? Youth Violence and Juvenile Justice, 12, 3–21. doi:10.1177/1541204013478973.

    Article  Google Scholar 

  • Vazsonyi, A. T., Cleveland, H. H., & Wiebe, R. P. (2006). Does the effect of impulsivity on delinquency vary by level of neighborhood disadvantage? Criminal Justice and Behavior, 33(4), 511–541. doi:10.1177/0093854806287318.

    Article  Google Scholar 

  • Wechsler, D. (1999). Manual for the Wechsler abbreviated intelligence scale (WASI). San Antonio: The Psychological Corporation.

    Google Scholar 

  • Weinberger, D. A., & Schwartz, G. E. (1990). Distress and restraint as superordinate dimensions of self-reported adjustment: a typological perspective. Journal of Personality, 58, 381–417. doi:10.1111/j.1467-6494.1990.tb00235.x.

    Article  PubMed  Google Scholar 

  • White, H. R., Pandina, R. J., & LaGrange, R. L. (1987). Longitudinal predictors of serious substance use and delinquency. Criminology, 25, 715. doi:10.1111/j.1745-9125.1987.tb00816.x

  • Whiteside, S. P., & Lynam, D. R. (2001). The Five Factor Model and impulsivity: using a structural model of personality to understand impulsivity. Personality and Individual Differences, 30(4), 669–689. doi:10.1016/S0191-8869(00)00064-7.

    Article  Google Scholar 

  • Willoughby, T., Chalmers, H., & Busseri, M. A. (2004). Where is the syndrome? Examining co-occurrence among multiple problem behaviors in adolescence. Journal of Consulting and Clinical Psychology, 72, 1022–1037. doi:10.1037/0022-006X.72.6.1022.

    Article  PubMed  Google Scholar 

  • Wymbs, B. T., McCarty, C. A., King, K. M., McCauley, E., Stoep, A. V., Baer, J. S., & Waschbusch, D. A. (2012). Callous-unemotional traits as unique prospective risk factors for substance use in early adolescent boys and girls. Journal of Abnormal Child Psychology, 40, 1099–1110. doi:10.1007/s10802-012-9628-5.

    Article  PubMed  PubMed Central  Google Scholar 

  • Yeater, E. A., Lenberg, K. K., & Bryan, A. D. (2012). Predictors of sexual aggression among male juvenile offenders. Journal of Interpersonal Violence, 27(7), 1242–1258. doi:10.1177/0886260511425243.

    Article  PubMed  Google Scholar 

  • Zalot, A. A., Jones, D. J., Forehand, R., & Brody, G. (2007). Self-regulation and conduct problems among low-income African American youth from single-mother homes: the roles of perceived neighborhood context and child gender. The Journal of Black Psychology, 33(3), 239–259. doi:10.1177/0095798407302569.

    Article  Google Scholar 

  • Zimmerman, G. M. (2010). Impulsivity, offending, and the neighborhood: investigating the person-context nexus. Journal of Quantitative Criminology, 26, 301–332. doi:10.1007/s10940-010-9096-4.

    Article  Google Scholar 

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Ray, J.V., Thornton, L.C., Frick, P.J. et al. Impulse Control and Callous-Unemotional Traits Distinguish Patterns of Delinquency and Substance Use in Justice Involved Adolescents: Examining the Moderating Role of Neighborhood Context. J Abnorm Child Psychol 44, 599–611 (2016). https://doi.org/10.1007/s10802-015-0057-0

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