Abstract
To maximize the benefits of prevention and treatment efforts the psychopathy construct has been extended downward in age. Despite advances in the study of psychopathy in adolescence it remains unknown if adolescents with psychopathic traits engage in treatment. To fill this knowledge gap, the relationship between psychopathy and treatment engagement was scrutinized in 261 criminal justice-involved male adolescents (ages 16–17 years). Psychopathic traits were measured by means of a well-established self-report questionnaire (Youth Psychopathic traits Inventory; YPI), whereas treatment engagement was measured using a self-report questionnaire consisting of readiness to change, bond with staff, collaboration on goals/tasks, and therapeutic engagement dimensions. Network analysis was used to detect the most robust relations between ten YPI subscales or the three YPI components and the four treatment engagement dimensions. Findings indicated that the YPI subscales (e.g., remorselessness) rather than the YPI components (e.g., callous-unemotional) might help to understand the complex relationship between psychopathic traits and treatment engagement. Disaggregating all the dimensions across its subscales can help us to identify which specific feature of psychopathy is related to treatment engagement and should be the first focus of intervention.
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Notes
The authors suggested that youth with CU traits might pretend to establish genuine bonds with staff (Simpson et al., 2013) or may especially benefit from the creation of a genuine therapeutic alliance (Mattos et al., 2017), which would explain the positive relation between CU traits and TE dimensions.
For an overview of the items of the YPI, see Supplemental Material 1.
For more information on how this tool was created and for an overview of the different items that tap treatment engagement, see supplemental material S2. Also note that the Readiness to Change and Collaboration on Tasks dimensions include two and one reverse scored items, respectively.
Model fit indices for the four correlated factor model are: Comparative fit index = .90; root mean-square error of approximation = .08; and standardized root mean square = .06. For more details see Table S2 of supplement 2.
This TE-YPI_3 approach is important since research that relied on the YPI predominantly used the three component scores and rarely considered the subscale scores. Also note that the relative small sample size did not allow us to model a network including all 50 items instead of the 10 subscales or the three dimensions (Epskamp et al., 2018).
Our total YPI score corresponds to total scores reported in samples of boys in detention in other countries, e.g. USA (e.g., 109.12; McCuish & Lussier, 2018), Switzerland (112.9; Pihet et al., 2014), Australia (120.8; Shepherd & Strand, 2016); Belgium (102.00; Colins et al., 2012), and the Netherlands (101.68; Aghajani et al., 2016).
References
Aghajani, M., Colins, O., Klapwijk, E., Veer, I., Andershed, H., Popma, A., Wee, N., & Vermeiren, R. (2016). Dissociable relations between amygdala subregional networks and psychopathy trait dimensions in conduct-disordered juvenile offenders. Human Brain Mapping, 37. https://doi.org/10.1002/hbm.23292
Andershed, H. A., Kerr, M., Stattin, H., & Levander, S. (2002). Psychopathic traits in non-referred youths : a new assessment tool. In L. S. Eric Blaauw (Ed.), Psychopaths: current international perspectives (pp. 131–158). Elsevier.
Bakker, M., Greven, C., Buitelaar, J., & Glennon, J. (2017). Practitioner Review: Psychological treatments for children and adolescents with conduct disorder problems–a systematic review and meta-analysis. Journal of Child Psychology and Psychiatry, 58(1), 4–18. https://doi.org/10.1111/jcpp.12590
Bansal, P. S., Goh, P. K., Eng, A. G., Elkins, A. R., Thaxton, M., Smith, T. E., & Martel, M. M. (2021). Identifying the inter-domain relations among ODD, CD, and CU traits in preschool children using network analysis. Research on Child and Adolescent Psychopathology, 49(10), 1289–1301. https://doi.org/10.1007/s10802-021-00836-7
Becker, K. D., Boustani, M., Gellatly, R., & Chorpita, B. F. (2018). Forty years of engagement research in children’s mental health services: Multidimensional measurement and practice elements. Journal of Clinical Child & Adolescent Psychology, 47(1), 1–23. https://doi.org/10.1080/15374416.2017.1326121
Berko, Z. (2021). Enhancing treatment engagement in “treatment resistant” incarcerated youth. Journal of Infant, Child, and Adolescent Psychotherapy, 20(1), 1–14. https://doi.org/10.1080/15289168.2021.1879569
Borsboom, D., & Cramer, A. O. (2013). Network analysis: An integrative approach to the structure of psychopathology. Annual Review of Clinical Psychology, 9, 91–121. https://doi.org/10.1146/annurev-clinpsy-050212-185608
Braiker, H. B. (2004). Who’s pulling your strings?: How to break the cycle of manipulation and regain control of your life. McGraw-Hill.
Brazil, I. A., van Dongen, J. D. M., Maes, J. H. R., Mars, R. B., & Baskin-Sommers, A. R. (2018). Classification and treatment of antisocial individuals: From behavior to biocognition. Neuroscience Biobehavioral Reviews, 91, 259–277. https://doi.org/10.1016/j.neubiorev.2016.10.010
Bringmann, L., Elmer, T., Epskamp, S., Krause, R., Schoch, D., Wichers, M., Wigman, J., & Snippe, E. (2018). What do centrality measures measure in psychological networks? https://doi.org/10.13140/RG.2.2.25024.58884
Bronchain, J., Raynal, P., & Chabrol, H. (2021). Does sex influence the network structure of psychopathy? Personality Disorders: Theory, Research, and Treatment, 12(5), 421–427. https://doi.org/10.1037/per0000462
Byers, A., & Lutz, D. (2015). The therapeutic alliance with youth in residential care: Challenges and recommendations. Residential Treatment for Children & Youth, 32, 150115112723001. https://doi.org/10.1080/0886571X.2015.1004285
Caldwell, M. F., McCormick, D., Wolfe, J., & Umstead, D. (2012). Treatment-related changes in psychopathy features and behavior in adolescent offenders. Criminal Justice and Behavior, 39(2), 144–155. https://doi.org/10.1177/0093854811429542
Cale, J., Lussier, P., McCuish, E., & Corrado, R. (2015). The prevalence of psychopathic personality disturbances among incarcerated youth: Comparing serious, chronic, violent and sex offenders. Journal of Criminal Justice, 43(4), 337–344. https://doi.org/10.1016/j.jcrimjus.2015.04.005
Caligor, E., Levy, K. N., & Yeomans, F. E. (2015). Narcissistic Personality Disorder: Diagnostic and clinical challenges. American Journal of Psychiatry, 172(5), 415–422. https://doi.org/10.1176/appi.ajp.2014.14060723
Campbell, M. A., Porter, S., & Santor, D. (2004). Psychopathic traits in adolescent offenders: An evaluation of criminal history, clinical, and psychosocial correlates. Behavioral Sciences & the Law, 22(1), 23–47. https://doi.org/10.1002/bsl.572
Castro, D., Ferreira, F., de Castro, I., Rodrigues, A. R., Correia, M., Ribeiro, J., & Ferreira, T. B. (2019). The differential role of central and bridge symptoms in deactivating psychopathological networks. Frontiers in Psychology, 10, 2448. https://doi.org/10.3389/fpsyg.2019.02448
Chen, J., & Chen, Z. (2008). Extended Bayesian information criteria for model selection with large model spaces. Biometrika, 95(3), 759–771. https://doi.org/10.1093/biomet/asn034
Christensen, A. P., Garrido, L. E., & Golino, H. (2021). What is bridge centrality? A comment on Jones, Ma, and McNally (2019). Retrieved June 9, 2022, from https://alexchristensen.github.io/files/Christensen2021_Whatisbridgecentrality_acommentonjonesmamcnally2019.pdf
Clark, L., & Watson, D. (1995). Constructing validity: Basic issues in objective scale development. Psychological Assessment, 7, 309–319. https://doi.org/10.1037/1040-3590.7.3.309
Colins, O., Hermans, M., & Vermeiren, R. (2011). Neuropsychologische factoren in relatie tot succes van behandeling van jongeren met een maatregel Plaatsing in een inrichting voor jeugdigen (PIJ) en jongeren met een machtiging Gesloten Jeugdzorg (GJZ). In Curium-LUMC.
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
Colins, O. F., Fanti, K. A., Andershed, H., Mulder, E., Salekin, R. T., Blokland, A., & Vermeiren, R. R. J. M. (2017a). Psychometric properties and prognostic usefulness of the Youth Psychopathic Traits Inventory (YPI) as a component of a clinical protocol for detained youth: A multiethnic examination. Psychological Assessment, 29(6), 740–753. https://doi.org/10.1037/pas0000437
Colins, O. F., Fanti, K. A., Salekin, R. T., & Andershed, H. (2017b). Psychopathic personality in the general population: Differences and similarities across gender. Journal of Personality Disorders, 31(1), 49–74. https://doi.org/10.1521/pedi_2016_30_237
Colins, O. F., Roetman, P. J., Lopez-Romero, L., & Andershed, H. (2020). Assessing psychopathic traits among children: The first validation study of the Child Problematic Traits Inventory in a clinical sample. Assessment, 27(6), 1242–1257. https://doi.org/10.1177/1073191119832654
Colins, O. F., Van Damme, L., Fanti, K. A., & Andershed, H. (2017c). The prospective usefulness of callous–unemotional traits and conduct disorder in predicting treatment engagement among detained girls. European Child & Adolescent Psychiatry, 26(1), 75–85. https://doi.org/10.1007/s00787-016-0869-7
Colins, O. F., Vermeiren, R., De Bolle, M., & Broekaert, E. (2012). Self-reported psychopathic-like traits as predictors of recidivism in detained male adolescents. Criminal Justice and Behavior, 39(11), 1421–1435. https://doi.org/10.1177/0093854812456526
Cooke, D. J., & Michie, C. (2001). Refining the construct of psychopath: Towards a hierarchical model. Psychological Assessment, 13(2), 171–188. https://doi.org/10.1037/1040-3590.13.2.171
Costantini, G., Epskamp, S., Borsboom, D., Perugini, M., Mõttus, R., Waldorp, L. J., & Cramer, A. O. J. (2015). State of the aRt personality research: A tutorial on network analysis of personality data in R. Journal of Research in Personality, 54, 13–29. https://doi.org/10.1016/j.jrp.2014.07.003
Cramer, A. O. J., Waldorp, L. J., van der Maas, H. L. J., & Borsboom, D. (2010). Comorbidity: A network perspective. Behavioral and Brain Sciences, 33(2–3), 137–150. https://doi.org/10.1017/S0140525X09991567
Cronbach, L. J. (1951). Coefficient alpha and the internal structure of tests. Psychometrika, 16(3), 297–334. https://doi.org/10.1007/BF02310555
Csardi, G., & Nepusz, T. (2006). The igraph software package for complex network research. InterJournal, 1695. https://igraph.org
Cunningham, W. S., Duffee, D. E., Yufan, H., Steinke, C. M., & Naccarato, T. (2008). On the meaning and measurement of engagement in youth residential treatment centers. Research on Social Work Practice, 19(1), 63–76. https://doi.org/10.1177/1049731508314505
Curtis, D., & Hart, C. (2015). Pinocchio’s nose in therapy: Therapists’ beliefs and attitudes toward client deception. International Journal for the Advancement of Counselling, 37, 279–292. https://doi.org/10.1007/s10447-015-9243-6
Day, A., Tucker, K., & Howells, K. (2004). Coerced offender rehabilitation – a defensible practice? Psychology, Crime & Law, 10(3), 259–269. https://doi.org/10.1080/10683160410001662753
Deng, J., Wang, M.-C., Shou, Y., & Gao, Y. (2021). Core features of callous–unemotional traits: Network analysis of the inventory of callous–unemotional traits in offender and community samples. Journal of Clinical Psychology, 77(6), 1487–1498. https://doi.org/10.1002/jclp.23090
DeSorcy, D. R., Olver, M. E., & Wormith, J. S. (2020). Working alliance and psychopathy: Linkages to treatment outcome in a sample of treated sexual offenders. Journal of Interpersonal Violence, 35(7–8), 1739–1760. https://doi.org/10.1177/0886260517698822
Dolan, M., & Doyle, M. (2007). Psychopathy: diagnosis and implications for treatment. Psychiatry, 6(10), 404–408. https://doi.org/10.1016/j.mppsy.2007.07.005
Drayton, L., Santos, L., & Baskin-Sommers, A. (2018). Psychopaths fail to automatically take the perspective of others. Proceedings of the National Academy of Sciences, 115(13), 3302–3307. https://doi.org/10.1073/pnas.1721903115
Drislane, L. E., & Patrick, C. J. (2017). Integrating alternative conceptions of psychopathic personality: A latent variable model of triarchic psychopathy constructs. Journal of Personality Disorders, 31(1), 110–132. https://doi.org/10.1521/pedi_2016_30_240
Eisenberg, N. (2000). Emotion, regulation, and moral development. Annual Review of Psychology, 51(1), 665–697. https://doi.org/10.1146/annurev.psych.51.1.665
Englebrecht, C., Peterson, D., Scherer, A., & Naccarato, T. (2008). “It's not my fault”: Acceptance of responsibility as a component of engagement in juvenile residential treatment. Children and Youth Services Review, 30(4), 466–484. https://doi.org/10.1016/j.childyouth.2007.11.005
Epskamp, S., Borsboom, D., & Fried, E. I. (2018). Estimating psychological networks and their accuracy: A tutorial paper. Behavior Research Methods, 50(1), 195–212. https://doi.org/10.3758/s13428-017-0862-1
Epskamp, S., Cramer, A. O. J., Waldorp, L. J., Schmittmann, V. D., & Borsboom, D. (2012). qgraph: Network Visualizations of Relationships in Psychometric Data. Journal of Statistical Software, 48(4), 18. https://doi.org/10.18637/jss.v048.i04
Ford, C. A., English, A., Dowshen, N., & Rogers, C. G. (2016). Confidentiality in adolescent health care. In M. R. Korin (Ed.), Health Promotion for Children and Adolescents (pp. 347–370). Springer US. https://doi.org/10.1007/978-1-4899-7711-3_17
Frick, P. J. (2009). Extending the construct of psychopathy to youth: implications for understanding, diagnosing, and treating antisocial children and adolescents. Canadian Journal of Psychiatry, 54(12), 803–812. https://doi.org/10.1177/070674370905401203
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
Gamache, D., Savard, C., Lemelin, S., & Villeneuve, E. (2017). Development and validation of the treatment attrition-retention scale for personality disorders. Journal of Personality Disorders, 31(6), 753–773. https://doi.org/10.1521/pedi_2017_31_279
Goh, P. K., Martel, M. M., & Barkley, R. A. (2020). Clarifying ADHD and sluggish cognitive tempo item relations with impairment: A network analysis. Journal of Abnormal Child Psychology, 48(8), 1047–1061. https://doi.org/10.1007/s10802-020-00655-2
Goulter, N., & Moretti, M. M. (2021). Network structure of callous-unemotional traits and conduct disorder symptoms among at-risk youth: Multi-informant reports and gender differences. Research on Child and Adolescent Psychopathology, 49(9), 1179–1196. https://doi.org/10.1007/s10802-021-00819-8
Hallquist, M. N., Wright, A. G. C., & Molenaar, P. C. M. (2021). Problems with centrality measures in psychopathology symptom networks: Why network psychometrics cannot escape psychometric theory. Multivariate Behavioral Research, 56(2), 199–223. https://doi.org/10.1080/00273171.2019.1640103
Hare, R. D. (1991). The Hare Psychopathy Checklist-Revised. Multi-Health Systems.
Hare, R. D. (2003). The hare psychopathy checklist–Revised (2nd ed.). Toronto, ON: Multi-Health Systems.
Hare, R. D., & Neumann, C. S. (2008). Psychopathy as a clinical and empirical construct. Annual Review of Clinical Psychology, 4(1), 217–246. https://doi.org/10.1146/annurev.clinpsy.3.022806.091452
Harris, G. T., & Rice, M. E. (2006). Treatment of psychopathy: A review of empirical findings. In Handbook of psychopathy. (pp. 555–572). The Guilford Press.
Haslbeck, J. M. B., & Fried, E. I. (2017). How predictable are symptoms in psychopathological networks? A reanalysis of 18 published datasets. Psychological Medicine, 47(16), 2767–2776. https://doi.org/10.1017/S0033291717001258
Hawke, J. M., Hennen, J., & Gallione, P. (2005). Correlates of therapeutic involvement among adolescents in residential drug treatment. The American Journal of Drug and Alcohol Abuse, 31(1), 163–177. https://doi.org/10.1081/ADA-47913
Hemphill, J. F., & Hart, S. D. (2002). Motivating the unmotivated: Psychopathy, treatment, and change. In Motivating Offenders to Change (pp. 193–219). https://doi.org/10.1002/9780470713471.ch12
Jones, P. J., Heeren, A., & McNally, R. J. (2017). Commentary: A network theory of mental disorders. Frontiers in Psychology, 8, 1305. https://doi.org/10.3389/fpsyg.2017.01305
Jones, P. J., Ma, R., & McNally, R. J. (2021). Bridge centrality: A network approach to understanding comorbidity. Multivariate Behavioral Research, 56(2), 353–367. https://doi.org/10.1080/00273171.2019.1614898
Kazdin, A. E. (2015). Psychosocial treatments for conduct disorder in children and adolescents. In A guide to treatments that work (4th ed., pp. 141–173). Oxford University Press.
Kazdin, A. E., & Durbin, K. A. (2012). Predictors of child-therapist alliance in cognitive-behavioral treatment of children referred for oppositional and antisocial behavior. Psychotherapy (Chicago, Ill.), 49(2), 202–217. https://doi.org/10.1037/a0027933
Letina, S., Blanken, T., Borsboom, D., & Deserno, M. (2018). Expanding network analysis tools in psychological networks: Minimal spanning trees, participation coefficients, and motif analysis applied to a network of 26 psychological attributes. https://doi.org/10.31234/osf.io/pbg26
López-Romero, L., Romero, E., Salekin, R. T., Andershed, H., & Colins, O. F. (2021). Studying configurations of psychopathic traits: Exploring the viability of psychopathic personality in early childhood. Journal of Personality Disorders, 35(Supplement C), 97–118. https://doi.org/10.1521/pedi_2021_35_538
Mahon, J. (2015). The Definition of Lying and Deception. Stanford Encyclopedia of Philosophy.
Marcus, D. K., Preszler, J., & Zeigler-Hill, V. (2018). A network of dark personality traits: What lies at the heart of darkness? Journal of Research in Personality, 73, 56–62. https://doi.org/10.1016/j.jrp.2017.11.003
Mattos, L. A., Schmidt, A. T., Henderson, C. E., & Hogue, A. (2017). Therapeutic alliance and treatment outcome in the outpatient treatment of urban adolescents: The role of callous-unemotional traits. Psychotherapy (Chicago, Ill.), 54(2), 136–147. https://doi.org/10.1037/pst0000093
McCuish, E., Bouchard, M., & Beauregard, E. (2021). A network-based examination of the longitudinal association between psychopathy and offending versatility. Journal of Quantitative Criminology, 37(3), 693–714. https://doi.org/10.1007/s10940-020-09462-w
McCuish, E., Bouchard, M., Beauregard, E., & Corrado, R. (2019). A network approach to understanding the structure of core symptoms of psychopathic personality disturbance in adolescent offenders. Journal of Abnormal Child Psychology, 47(9), 1467–1482. https://doi.org/10.1007/s10802-019-00530-9
McCuish, E., & Lussier, P. (2018). A developmental perspective on the stability and change of psychopathic personality traits across the adolescence–adulthood transition. Criminal Justice and Behavior, 45(5), 666–692. https://doi.org/10.1177/0093854818761992
McMurran, M., & Ward, T. (2004). Motivating offenders to change in therapy: An organizing framework. Legal and Criminological Psychology, 9(2), 295–311. https://doi.org/10.1348/1355325041719365
McNally, R. J. (2016). Can network analysis transform psychopathology? Behaviour Research and Therapy, 86, 95–104. https://doi.org/10.1016/j.brat.2016.06.006
Meffert, H., Gazzola, V., den Boer, J. A., Bartels, A. A., & Keysers, C. (2013). Reduced spontaneous but relatively normal deliberate vicarious representations in psychopathy. Brain, 136(Pt 8), 2550–2562. https://doi.org/10.1093/brain/awt190
Miller, J. D., Dir, A., Gentile, B., Wilson, L., Pryor, L. R., & Campbell, W. K. (2010). Searching for a vulnerable dark triad: Comparing factor 2 psychopathy, vulnerable narcissism, and borderline personality disorder. Journal of Personality, 78(5), 1529–1564. https://doi.org/10.1111/j.1467-6494.2010.00660.x
Neumann, C. S., & Pardini, D. (2014). Factor structure and construct validity of the Self-Report Psychopathy (SRP) scale and the Youth Psychopathic Traits Inventory (YPI) in young men. Journal of Personality Disorders, 28(3), 419–433. https://doi.org/10.1521/pedi_2012_26_063
Ogloff, J. R., Wong, S., & Greenwood, A. (1990). Treating criminal psychopaths in a Therapeutic Community program. John Wiley & Sons.
Olver, M. E., & Wong, S. (2011). Predictors of sex offender treatment dropout: Psychopathy, sex offender risk, and responsivity implications. Psychology, Crime & Law, 17(5), 457–471. https://doi.org/10.1080/10683160903318876
Opsahl, T., Agneessens, F., & Skvoretz, J. (2010). Node centrality in weighted networks: Generalizing degree and shortest paths. Social Networks, 32(3), 245–251. https://doi.org/10.1016/j.socnet.2010.03.006
Patrick, C. J., Fowles, D. C., & Krueger, R. F. (2009). Triarchic conceptualization of psychopathy: Developmental origins of disinhibition, boldness, and meanness. Development and Psychopathology, 21(3), 913–938. https://doi.org/10.1017/S0954579409000492
Pihet, S., Suter, M., Meylan, N., & Schmid, M. (2014). Factor structure of the Youth Psychopathic Traits Inventory: Using the total score, three scale scores, and/or 10 subscale scores. Criminal Justice and Behavior, 41(10), 1214–1231. https://doi.org/10.1177/0093854814540287
Polaschek, D. L. L., & Skeem, J. L. (2018). Treatment of adults and juveniles with psychopathy. In C. J. Patrick (Ed.), Handbook of Psychopathy (2 ed.). Guilford.
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
Preszler, J., Marcus, D. K., Edens, J. F., & McDermott, B. E. (2018). Network analysis of psychopathy in forensic patients. Journal of Abnormal Psychology, 127(2), 171–182. https://doi.org/10.1037/abn0000325
Ray, J. V. (2022). Differential item functioning of the youth psychopathic traits inventory across race/ethnicity and gender among a sample of justice-involved youth: An item response theory analysis. Assessment. https://doi.org/10.1177/10731911221077230
Ray, J. V., Hall, J., Rivera-Hudson, N., Poythress, N. G., Lilienfeld, S. O., & Morano, M. (2013). The relation between self-reported psychopathic traits and distorted response styles: A meta-analytic review. Personality Disorders: Theory, Research, and Treatment, 4(1), 1–14. https://doi.org/10.1037/a0026482
Robinaugh, D. J., Millner, A. J., & McNally, R. J. (2016). Identifying highly influential nodes in the complicated grief network. Journal of Abnormal Psychology, 125(6), 747–757. https://doi.org/10.1037/abn0000181
Ross, E. C. (2008). Investigating the relationship between the therapeutic alliance and treatment outcome in violent offender treatment. Retrieved October 5, 2021, from https://core.ac.uk/download/pdf/41336432.pdf
Ryan, R. M., Lynch, M. F., Vansteenkiste, M., & Deci, E. L. (2011). Motivation and autonomy in counseling, psychotherapy, and behavior change: A look at theory and practice. The Counseling Psychologist, 39(2), 193–260. https://doi.org/10.1177/0011000009359313
Salcido, C. G., Ray, J. V., Caudy, M., Viglione, J., & Walter, R. J. (2019). Associations between Psychopathic Traits and Readiness for Change: An exploratory analysis. Personality and Individual Differences, 141, 86–91. https://doi.org/10.1016/j.paid.2018.12.021
Salekin, R., & Hare, R. (2016). Proposed specifiers for conduct disorder (PSCD) scale. Unpublished test.
Salekin, R. T. (2016). Psychopathy in childhood: Toward better informing the DSM–5 and ICD-11 conduct disorder specifiers. Personality Disorders: Theory, Research, and Treatment, 7(2), 180–191. https://doi.org/10.1037/per0000150
Salekin, R. T., Andershed, H., Batky, B. D., & Bontemps, A. P. (2018). 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
Scott, S., Briskman, J., & O’Connor, T. G. (2014). Early prevention of antisocial personality: Long-term follow-up of two randomized controlled trials comparing indicated and selective approaches. American Journal of Psychiatry, 171(6), 649–657. https://doi.org/10.1176/appi.ajp.2014.13050697
Shepherd, S. M., & Strand, S. (2016). The utility of the Psychopathy Checklist: Youth Version (PCL: YV) and the Youth Psychopathic Trait Inventory (YPI)—Is it meaningful to measure psychopathy in young offenders? Psychological Assessment, 28(4), 405–415. https://doi.org/10.1037/pas0000182
Shuman, A. L., & Shapiro, J. P. (2002). The effects of preparing parents for child psychotherapy on accuracy of expectations and treatment attendance. Community Mental Health Journal, 38(1), 3–16. https://doi.org/10.1023/A:1013908629870
Simpson, T. P., Frick, P. J., Kahn, R. E., & Evans, L. J. (2013). Therapeutic alliance in justice-involved adolescents undergoing mental health treatment: The role of callous-unemotional traits. International Journal of Forensic Mental Health, 12(2), 83–92. https://doi.org/10.1080/14999013.2013.787559
Sylwestrzak, A., Overholt, C. E., Ristau, K. I., & Coker, K. L. (2015). Self-reported barriers to treatment engagement: Adolescent perspectives from the National Comorbidity Survey-Adolescent Supplement (NCS-A). Community Mental Health Journal, 51(7), 775–781. https://doi.org/10.1007/s10597-014-9776-x
Tangney, J. P., Stuewig, J., & Hafez, L. (2011). Shame, guilt and remorse: Implications for offender populations. The Journal of Forensic Psychiatry & Psychology, 22(5), 706–723. https://doi.org/10.1080/14789949.2011.617541
Teding van Berkhout, E., & Malouff, J. M. (2016). The efficacy of empathy training: A meta-analysis of randomized controlled trials. Journal of Counseling Psychology, 63(1), 32–41. https://doi.org/10.1037/cou0000093
Tibshirani, R. (1996). Regression shrinkage and selection via the Lasso. Journal of the Royal Statistical Society: Series B (Methodological), 58(1), 267–288. https://doi.org/10.1111/j.2517-6161.1996.tb02080.x
Trupp, G., Preszler, J., Boccaccini, M. T., Marcus, D. K., Varela, J. G., & Turner, D. B. (2021). Generalizability of psychopathy network analysis findings to scores assigned to individuals convicted of a sex offense. Criminal Justice and Behavior, 48(5), 671–689. https://doi.org/10.1177/0093854821989375
Tsang, S., & Salekin, R. T. (2019). The network of psychopathic personality traits: A network analysis of four self-report measures of psychopathy. Personality Disorders, 10(3), 246–256. https://doi.org/10.1037/per0000319
Underwood, L. A., & Washington, A. (2016). Mental illness and juvenile offenders. International Journal of Environmental Research and Public Health, 13(2), 228–228. https://doi.org/10.3390/ijerph13020228
Van Damme, L., Hoeve, M., Vanderplasschen, W., Vermeiren, R., Grisso, T., & Colins, O. F. (2015). Detained girls’ treatment engagement over time: The role of psychopathology and quality of life. Children and Youth Services Review, 59, 47–56. https://doi.org/10.1016/j.childyouth.2015.10.010
van der Helm, P., Beunk, L., Stams, G.-J., & van der Laan, P. (2014). The relationship between detention length, living group climate, coping, and treatment motivation among juvenile delinquents in a youth correctional facility. The Prison Journal, 94(2), 260–275. https://doi.org/10.1177/0032885514524884
Verschuere, B., van Ghesel Grothe, S., Waldorp, L., Watts, A. L., Lilienfeld, S. O., Edens, J. F., Skeem, J. L., & Noordhof, A. (2018). What features of psychopathy might be central? A network analysis of the Psychopathy Checklist-Revised (PCL-R) in three large samples. Journal of Abnormal Psychology, 127(1), 51–65. https://doi.org/10.1037/abn0000315
Waller, R., Wagner, N. J., Barstead, M. G., Subar, A., Petersen, J. L., Hyde, J. S., & Hyde, L. W. (2020). A meta-analysis of the associations between callous-unemotional traits and empathy, prosociality, and guilt. Clinical Psychology Review, 75, 101809. https://doi.org/10.1016/j.cpr.2019.101809
Ward, T., Day, A., Howells, K., & Birgden, A. (2004). The multifactor offender readiness model. Aggression and Violent Behavior, 9(6), 645–673. https://doi.org/10.1016/j.avb.2003.08.001
Ward, T., Mann, R. E., & Gannon, T. A. (2007). The good lives model of offender rehabilitation: Clinical implications. Aggression and Violent Behavior, 12(1), 87–107. https://doi.org/10.1016/j.avb.2006.03.004
Watts, A., Lilienfeld, S., Edens, J., Douglas, K., Skeem, J., Verschuere, B., & Lopilato, A. (2015). Does response distortion statistically affect the relations between self-report psychopathy measures and external criteria? Psychological Assessment, 28. https://doi.org/10.1037/pas0000168
Whitehead, P., Ward, T., & Collie, R. (2007). Time for a change: Applying the good lives model of rehabilitation to a high-risk violent offender. International Journal of Offender Therapy and Comparative Criminology, 51, 578–598. https://doi.org/10.1177/0306624X06296236
Williams, L. J., & Brown, B. K. (1994). Method variance in organizational behavior and human resources research: Effects on correlations, path coefficients, and hypothesis testing. Organizational Behavior and Human Decision Processes, 57(2), 185–209. https://doi.org/10.1006/obhd.1994.1011
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This work was supported by a Fonds Wetenschappelijk Onderzoek (FWO) Odysseus Grant (FWO.ODY.2019.0001.01). The funding source had no involvement in the preparation of the manuscript nor study design.
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Bisback, A., Reculé, C. & Colins, O.F. Psychopathic Traits, Treatment Engagement, and Their Interrelation in Criminal Justice-Involved Boys: A Cross-Sectional Network Analysis. Res Child Adolesc Psychopathol 50, 1589–1604 (2022). https://doi.org/10.1007/s10802-022-00974-6
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DOI: https://doi.org/10.1007/s10802-022-00974-6