Abstract
There is ongoing debate regarding whether psychopathy dimensions (i.e., narcissism, callous-unemotional [CU] traits, and impulsivity) can be meaningfully identified among youth samples and the correlates of these components. Thus, the present study conducted confirmatory factor analyses of the parent-reported Antisocial Process Screening Device (APSD; Frick and Hare 2001) among early adolescents, and examined whether trajectories of conduct problems (CP) through childhood were associated with APSD total and subscale scores. Participants included the normative and high-risk control samples from the Fast Track project (N = 754, male = 58%, Black = 46%). Parents reported on CP in kindergarten, grades 1, 2, 4, 5, and 7, and psychopathy in grade 7. Factor analyses supported the three-factor structure. Latent class growth analyses identified four trajectories of CP including extremely high increasing (3.6%), high stable (21.6%), moderate decreasing (38.7%), and low decreasing (36.1%). All CP trajectories were significantly different from each other on psychopathy total, narcissism, and impulsivity scores; the extremely high increasing and high stable trajectories did not differ from each other on CU traits, but they scored significantly higher than the moderate decreasing and low decreasing trajectories. When controlling for other dimensions, all trajectories were significantly different on narcissism. The extremely high increasing and high stable CP trajectories did not differ from each other on impulsivity, but they scored higher than the moderate decreasing and low trajectories. Only the extremely high increasing and high stable trajectories scored higher than the low decreasing trajectory on CU traits.
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Notes
We repeated analyses examining male and female adolescents separately. LCGA identified an optimal four-class solution for both samples. However, the sample size in the extremely high group for male youth was not large enough to detect significant differences on psychopathy scores when compared to other trajectories. For female youth, this group was comprised of such a small number of participants (.3%), there was no variance in a number of the variables, and thus, these models could not be estimated. It would be important for future research with larger sample sizes to examine sex differences in adolescent CP trajectories and associations with psychopathy.
References
Asparouhov, T., & Muthén, B. (2014). Auxiliary variables in mixture modeling: Three-step approaches using Mplus. Structural Equation Modeling: A Multidisciplinary Journal, 21(3), 329–341. https://doi.org/10.1080/10705511.2014.915181.
Achenbach, T. M. (1991). Manual for the child behavior checklist. University of Vermont, Department of Psychiatry.
Akaike, H. (1987). Factor analysis and AIC. Psychometrika, 52(3), 317–332. https://doi.org/10.1007/BF02294359.
American Psychiatric Association. (2013). Diagnostic and statistical manual of mental disorders (5th ed.). American Psychiatric Publishing.
Andershed, H., Colins, O. F., Salekin, R. T., Lordos, A., Kyranides, M. N., & Fanti, K. A. (2018). Callous-unemotional traits only versus the multidimensional psychopathy construct as predictors of various antisocial outcomes during early adolescence. Journal of Psychopathology and Behavioral Assessment, 40(1), 16–25. https://doi.org/10.1007/s10862-018-9659-5.
Andershed, H., Kerr, M., Stattin, H., & Levander, S. (2002). Psychopathic traits in non-referred youths: A new assessment tool. In E. Blaauw & L. Sheridan (Eds.), Psychopaths: Current international perspectives (pp. 131–158). Elsevier.
Bentler, P. M. (1990). Comparative fit indexes in structural models. Psychological Bulletin, 107(2), 238–246. https://doi.org/10.1037/0033-2909.107.2.238.
Colins, O. F., Andershed, H., Frogner, L., Lopez-Romero, L., Veen, V., & Andershed, A. K. (2014). A new measure to assess psychopathic personality in children: The child problematic traits inventory. Journal of Psychopathology and Behavioral Assessment, 36(1), 4–21. https://doi.org/10.1007/s10862-013-9385-y.
Colins, O. F., Andershed, H., Salekin, R. T., & Fanti, K. A. (2018). Comparing different approaches for subtyping children with conduct problems: Callous-unemotional traits only versus the multidimensional psychopathy construct. Journal of Psychopathology and Behavioral Assessment, 40(1), 6–15. https://doi.org/10.1007/s10862-018-9653-y.
Conduct Problems Prevention Research Group. (2019). The fast track program for children at risk: Preventing antisocial behavior. Guilford Press.
Cyr, M., Zheng, Y., & McMahon, R. J. (2020). A long-term look at “early starters”: Predicting adult psychosocial outcomes from childhood conduct problem trajectories. Development and Psychopathology. Advance online publication.
Dawel, A., O’Kearney, R., McKone, E., & Palermo, R. (2012). Not just fear and sadness: Meta-analytic evidence of pervasive emotion recognition deficits for facial and vocal expressions in psychopathy. Neuroscience & Biobehavioral Reviews, 36(10), 2288–2304. https://doi.org/10.1016/j.neubiorev.2012.08.006.
Dunn, T. J., Baguley, T., & Brunsden, V. (2014). From alpha to omega: A practical solution to the pervasive problem of internal consistency estimation. British Journal of Psychology, 105(3), 399–412. https://doi.org/10.1111/bjop.12046.
Fanti, K. A. (2013). Individual, social, and behavioral factors associated with co-occurring conduct problems and callous-unemotional traits. Journal of Abnormal Child Psychology, 41(5), 811–824. https://doi.org/10.1007/s10802-013-9726-z.
Fanti, K. A., & Henrich, C. C. (2015). Effects of self-esteem and narcissism on bullying and victimization during early adolescence. The Journal of Early Adolescence, 35(1), 5–29. https://doi.org/10.1177/0272431613519498.
Fanti, K. A., Kyranides, M. N., Lordos, A., Colins, O. F., & Andershed, H. (2018). Unique and interactive associations of callous-unemotional traits, impulsivity and grandiosity with child and adolescent conduct disorder symptoms. Journal of Psychopathology and Behavioral Assessment, 40(1), 40–49. https://doi.org/10.1007/s10862-018-9655-9.
Fanti, K. A., Panayiotou, G., Lazarou, C., Michael, R., & Georgiou, G. (2016). The better of two evils? Evidence that children exhibiting continuous conduct problems high or low on callous-unemotional traits score on opposite directions on physiological and behavioral measures of fear. Development and Psychopathology, 28(1), 185–198. https://doi.org/10.1017/S0954579415000371.
Fite, P. J., Greening, L., Stoppelbein, L., & Fabiano, G. A. (2009). Confirmatory factor analysis of the antisocial Process screening device with a clinical inpatient population. Assessment, 16(1), 103–114. https://doi.org/10.1177/1073191108319893.
Fontaine, N. M., McCrory, E. J., Boivin, M., Moffitt, T. E., & Viding, E. (2011). Predictors and outcomes of joint trajectories of callous-unemotional traits and conduct problems in childhood. Journal of Abnormal Psychology, 120(3), 730–742. https://doi.org/10.1037/a0022620.
Forth, A. E., Kosson, D. S., & Hare, R. D. (2003). The psychopathy checklist: Youth version manual. Multi-Health Systems.
Frick, P. J. (2004). The inventory of callous-unemotional traits. The University of New Orleans.
Frick, P. J. (2012). Developmental pathways to conduct disorder: Implications for future directions in research, assessment, and treatment. Journal of Clinical Child & Adolescent Psychology, 41(3), 378–389. https://doi.org/10.1080/15374416.2012.664815.
Frick, P. J., Bodin, S. D., & Barry, C. T. (2000). Psychopathic traits and conduct problems in community and clinic-referred samples of children: Further development of the psychopathy screening device. Psychological Assessment, 12(4), 382–393. https://doi.org/10.1037/1040-3590.12.4.382.
Frick, P. J., Cornell, A. H., Barry, C. T., Bodin, S. D., & Dane, H. E. (2003a). Callous-unemotional traits and conduct problems in the prediction of conduct problem severity, aggression, and self-report of delinquency. Journal of Abnormal Child Psychology, 31(4), 457–470. https://doi.org/10.1023/a:1023899703866.
Frick, P. J., Cornell, A. H., Bodin, S. D., Dane, H. E., Barry, C. T., & Loney, B. R. (2003b). Callous-unemotional traits and developmental pathways to severe conduct problems. Developmental Psychology, 39(2), 246–260. https://doi.org/10.1037/0012-1649.39.2.246.
Frick, P. J., & Hare, R. D. (2001). Antisocial Process screening device technical manual. Multi-Health Systems.
Frick, P. J., O'Brien, B. S., Wootton, J. M., & McBurnett, K. (1994). Psychopathy and conduct problems in children. Journal of Abnormal Psychology, 103(4), 700–707. https://doi.org/10.1037/0021-843X.103.4.700.
Frick, P. J., Ray, J. V., Thornton, L. C., & Kahn, R. E. (2014a). Annual research review: A developmental psychopathology approach to understanding callous-unemotional traits in children and adolescents with serious conduct problems. Journal of Child Psychology and Psychiatry, 55(6), 532–548. https://doi.org/10.1111/jcpp.12152.
Frick, P. J., Ray, J. V., Thornton, L. C., & Kahn, R. E. (2014b). 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), 1–57. https://doi.org/10.1037/a0033076.
Frick, P. J., Stickle, T. R., Dandreaux, D. M., Farrell, J. M., & Kimonis, E. R. (2005). Callous-unemotional traits in predicting the severity and stability of conduct problems and delinquency. Journal of Abnormal Child Psychology, 33(4), 471–487. https://doi.org/10.1007/s10648-005-5728-9.
Goulter, N., Kimonis, E. R., & Heller, E. (2018). Antisocial Process screening device subscales predict recidivism among an Australian juvenile offender sample. Journal of Psychopathology and Behavioral Assessment, 40(2), 159–168. https://doi.org/10.1007/s10862-018-9669-3.
Hare, R. D. (2003). The Hare psychopathy checklist-revised (2nd ed.). Multi-Health Systems.
Hare, R. D., Neumann, C. S., & Mokros, A. (2018). The PCL-R assessment of psychopathy: Development, properties, debates, and new directions. In C. J. Patrick (Ed.), Handbook of psychopathy (pp. 39–79). Guilford Press.
Hollingshead, A. B. (1975). Four factor index of social status. Yale University. Unpublished manuscript.
Hu, L., & Bentler, P. M. (1999). Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives. Structural Equation Modeling: A Multidisciplinary Journal, 6(1), 1–55. https://doi.org/10.1080/10705519909540118.
IBM Corp. (2016). IBM SPSS Statistics for Windows, Version 24.0. Author.
Jezior, K. L., McKenzie, M. E., & Lee, S. S. (2016). Narcissism and callous-unemotional traits prospectively predict child conduct problems. Journal of Clinical Child & Adolescent Psychology, 45(5), 579–590. https://doi.org/10.1080/15374416.2014.982280.
Kimonis, E. R., Fleming, G., Briggs, N., Brouwer-French, L., Frick, P. J., Hawes, D. J., Bagner, D. M., Thomas, R., & Dadds, M. (2019). Parent-child interaction therapy adapted for preschoolers with callous-unemotional traits: An open trial pilot study. Journal of Clinical Child & Adolescent Psychology, 48, S347–S361. https://doi.org/10.1080/15374416.2018.1479966.
Klingzell, I., Fanti, K. A., Colins, O. F., Frogner, L., Andershed, A. K., & Andershed, H. (2016). Early childhood trajectories of conduct problems and callous-unemotional traits: The role of fearlessness and psychopathic personality dimensions. Child Psychiatry & Human Development, 47(2), 236–247. https://doi.org/10.1007/s10578-015-0560-0.
McMahon, R. J., & Frick, P. J. (2019). Conduct and oppositional disorders. In M. J. Prinstein, E. A. Youngstrom, E. J. Mash, & R. A. Barkley (Eds.), Treatment of disorders in childhood and adolescence (4th ed., pp. 102–172). Guilford Press.
McMahon, R. J., Katz, L. F., Kerns, S. E. U., Pullmann, M. D., Gurtovenko, K., Pasalich, D. S., Dorsey, S., Dawson, A., Galtieri, L., & Cyr, M. (2019). Parent management training and emotion coaching for children with callous-unemotional traits: Initial outcomes. Paper presented at the meeting of the Society for the Scientific Study of psychopathy, Las Vegas, NV.
McNeish, D. (2018). Thanks coefficient alpha, we’ll take it from here. Psychological Methods, 23(3), 412–433. https://doi.org/10.1037/met0000144.
Moffitt, T. E. (1993). A developmental taxonomy. Psychological Review, 100(4), 674–701.
Moffitt, T. E. (2018). Male antisocial behaviour in adolescence and beyond. Nature Human Behaviour, 2(3), 177–186. https://doi.org/10.1038/s41562-018-0309-4.
Muñoz, L. C., Kimonis, E. R., Frick, P. J., & Aucoin, K. J. (2013). Emotional reactivity and the association between psychopathy linked narcissism and aggression in detained adolescent boys. Development and Psychopathology, 25(2), 473–485. https://doi.org/10.1017/S0954579412001186.
Muthén, B. O., & Muthén, L. K. (2017). Mplus Version 8: User’s guide. Authors.
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. https://doi.org/10.1080/10705510701575396.
Odgers, C. L., Moffitt, T. E., Broadbent, J. M., Dickson, N., Hancox, R. J., Harrington, H., Poulton, R., Sears, M. R., Thomson, W. M., & Caspi, A. (2008). Female and male antisocial trajectories: From childhood origins to adult outcomes. Development and Psychopathology, 20(2), 673–716. https://doi.org/10.1017/S0954579408000333.
Poore, H. E., Watts, A. L., Lilienfeld, S. O., & Waldman, I. D. (2020). Construct validity of youth psychopathic traits as assessed by the antisocial Process screening device. Psychological Assessment, 32(6), 527–540. https://doi.org/10.1037/pas0000809.
Poythress, N. G., Dembo, R., Wareham, J., & Greenbaum, P. E. (2006). Construct validity of the youth psychopathic traits inventory (YPI) and the antisocial Process screening device (APSD) with justice-involved adolescents. Criminal Justice and Behavior, 33(1), 26–55. https://doi.org/10.1177/0093854805282518.
Reef, J., Diamontopoulou, S., van Meurs, I., Verhulst, F., & van der Ende, J. (2011). Developmental trajectories of child to adolescent externalizing behavior and adult DSM-IV disorder: Results of a 24-year longitudinal study. Social Psychiatry and Psychiatric Epidemiology, 46, 1233–1241. https://doi.org/10.1007/s00127-010-0297-9.
Rubin, D. B., & Little, R. J. (2002). Statistical analysis with missing data. Wiley.
Salekin, R. T., & Hare, R. D. (2016). Proposed Specifiers for conduct disorder (PSCD) scale. Unpublished manuscript, Department of Psychology, University of Alabama.
Salekin, R. T., Leistico, A. M. R., Neumann, C. S., DiCicco, T. M., & Duros, R. L. (2004). Psychopathy and comorbidity in a young offender sample: Taking a closer look at psychopathy’s potential importance over disruptive behavior disorders. Journal of Abnormal Psychology, 113(3), 416–427. https://doi.org/10.1037/0021-843X.113.3.416.
Salekin, R. T., Andershed, H., Batky, B. D., & Bontemps, A. P. (2018a). Are callous unemotional (CU) traits enough? Journal of Psychopathology and Behavioral Assessment, 40(1), 1–5. https://doi.org/10.1007/s10862-018-9663-9.
Salekin, R. T., Andershed, H., & Clark, A. P. (2018b). Psychopathy in children and adolescents: Assessment and critical questions regarding conceptualization. In C. J. Patrick (Ed.), Handbook of psychopathy (pp. 479–508). Guilford Press.
Tucker, L. R., & Lewis, C. (1973). A reliability coefficient for maximum likelihood factor analysis. Psychometrika, 38(1), 1–10. https://doi.org/10.1007/BF02291170.
Viding, E., Sebastian, C., Dadds, M., Lockwood, P., Cecil, C., DeBrito, S., & McCrory, E. (2012). Amygdala response to pre-attentive masked fear is associated with callous-unemotional traits in children with conduct problems. American Journal of Psychiatry, 169(10), 1109–1116. https://doi.org/10.1176/appi.ajp.2012.12020191.
Vitacco, M. J., Rogers, R., & Neumann, C. S. (2003). The antisocial Process screening device: An examination of its construct and criterion-related validity. Assessment, 10(2), 143–150. https://doi.org/10.1177/1073191103010002005.
Waschbusch, D. A. (2002). A meta-analytic examination of comorbid hyperactive-impulsive-attention problems and conduct problems. Psychological Bulletin, 128(1), 118–150. https://doi.org/10.1037/0033-2909.128.1.118.
Werthamer-Larsson, L., Kellam, S., & Wheeler, L. (1991). Effects of first grade classroom environment on shy behavior, aggressive behavior, and concentration problems. American Journal of Community Psychology, 19(4), 585–602. https://doi.org/10.1007/BF00937993.
Widiger, T. A., & Crego, C. (2018). Psychopathy and DSM-5 psychopathology. In C. J. Patrick (Ed.), Handbook of psychopathy (pp. 281–296). Guilford Press.
Acknowledgments
This work used data from the Fast Track project (for additional information concerning Fast Track, see http://www.fasttrackproject.org). We are grateful to the members of the Conduct Problems Prevention Research Group (in alphabetical order, Karen L. Bierman, Pennsylvania State University; John D. Coie, Duke University; D. Max Crowley, Pennsylvania State University; Kenneth A. Dodge, Duke University; Mark T. Greenberg, Pennsylvania State University; John E. Lochman, University of Alabama; Robert J. McMahon, Simon Fraser University and B.C. Children’s Hospital Research Institute; and Ellen E. Pinderhughes, Tufts University) for providing the data and for additional involvement.
We are grateful for the collaboration of the Durham Public Schools, the Metropolitan Nashville Public Schools, the Bellefonte Area Schools, the Tyrone Area Schools, the Mifflin County Schools, the Highline Public Schools, and the Seattle Public Schools. We appreciate the hard work and dedication of the many staff members who implemented the project, collected the evaluation data, and assisted with data management and analyses.
Funding
The Fast Track project has been supported by National Institute of Mental Health (NIMH) Grants R18MH48043, R18MH50951, R18MH50952, R18MH50953, R01MH062988, K05MH00797, and K05MH01027; National Institute on Drug Abuse (NIDA) Grants R01DA016903, K05DA15226, RC1DA028248, and P30DA023026; National Institute of Child Health and Human Development Grant R01HD093651; and Department of Education Grant S184U30002. The Center for Substance Abuse Prevention also provided support through a memorandum of agreement with the NIMH. Additional support for this study was provided by a B.C. Children’s Hospital Research Institute Investigator Grant Award and a Canada Foundation for Innovation Award to Robert J. McMahon.
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Goulter, N., Cyr, M., Kotler, J.S. et al. Childhood Conduct Problems Trajectories are Associated with Distinct Antisocial Process Screening Device Dimensions. J Psychopathol Behav Assess 43, 455–465 (2021). https://doi.org/10.1007/s10862-020-09863-y
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DOI: https://doi.org/10.1007/s10862-020-09863-y