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Assessing Callous-Unemotional Traits in Adolescents: Validity of the Inventory of Callous-Unemotional Traits Across Gender, Age, and Community/Institutionalized Status

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Abstract

Callous-unemotional (CU) traits identify adolescents at high risk for severe and recurrent antisocial behaviour and are included in the DSM-5 as a specifier to conduct disorder. The Inventory of Callous-Unemotional Traits (ICU) might be the most cost-effective screening instrument for detecting CU traits in youth. We aimed to address an important gap in research by comparing the factor structure and psychometric properties of ICU scores across gender, age, and setting (community versus institutionalized). Community-based (n = 397) and institutionalized (n = 164) adolescent boys and girls completed self-reported measures of psychopathic traits (including the ICU), externalizing problems and aggression, and a laboratory measure of emotional recognition; the staff reported antisocial behavior for institutionalized children. Factor-analytic results indicated that a three-factor bifactor model best fit the data across samples, with measurement invariance across gender, age, and setting, supporting the construct validity of the ICU. In support of its criterion validity, across groups ICU scores were positively correlated with analogous dimensions from the Youth Psychopathic Traits Inventory, measures of proactive aggression, and self- and staff-reported antisocial behavior, and were associated with poorer accuracy in recognizing distress-related emotions. Our findings thus support the overall utility of the ICU for assessing CU traits in adolescent populations regardless of gender, age, and community or institutionalized status, but suggest a need for refining its assessment of the shallow affect dimension.

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Notes

  1. This subsample did not differ significantly from the remainder of the sample on ICU or YSR scores. However, they were significantly younger.

  2. As expected, this institutionalized subsample scored higher than the rest of the sample on all YSR and ICU scores except for the Unemotional scale. They were also significantly younger.

  3. Two items assessed aggressive behavior (physical and verbal) and one item assessed rule-breaking behavior.

  4. As expected, this subsample, which included nearly half of institutionalized adolescents, scored significantly higher than the rest of the sample on YSR scores as well as on the ICU Total score and Unemotional and Callousness subscale scores; they were also significantly younger.

  5. We did not test for structural invariance as it is not a prerequisite for valid group comparisons. Moreover, it comprises 1) the invariance in structural covariances (testing whether the relations between the constructs are the same across groups), which was inapplicable in our case as the bifactor model involves only uncorrelated latent variables, and 2) the invariance in latent means (testing whether the factor means are the same across groups), which was also inapplicable as we expected the YPI to discriminate community and institutionalized adolescents, as well as between boys and girls.

References

  • Achenbach, T. M. (1991). Manual for the youth self-report and 1991 profiles. Burlington: University of Vermont, Department of Psychiatry.

    Google Scholar 

  • 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). The Hague: Elsevier.

    Google Scholar 

  • Berkout, O. V., Young, J. N., & Gross, A. M. (2011). Mean girls and bad boys: Recent research on gender differences in conduct disorder. Aggression and Violent Behavior, 16(6), 503–511. doi:10.1016/j.avb.2011.06.001.

    Article  Google Scholar 

  • Blair, R. J. R. (1995). A cognitive developmental-approach to morality - Investigating the psychopath. Cognition, 57(1), 1–29. doi:10.1016/0010-0277(95)00676-P.

    Article  PubMed  Google Scholar 

  • Blair, R. J. R., & Coles, M. (2000). Expression recognition and behavioural problems in early adolescence. Cognitive Development, 15(4), 421–434. doi:10.1016/s0885-2014(01)00039-9.

    Article  Google Scholar 

  • Blair, R. J. R., Colledge, E., Murray, L., & Mitchell, D. G. V. (2001). A selective impairment in the processing of sad and fearful expressions in children with psychopathic tendencies. Journal of Abnormal Child Psychology, 29(6), 491–498. doi:10.1023/A:1012225108281.

    Article  PubMed  Google Scholar 

  • Blair, R. J. R., Budhani, S., Colledge, E., & Scott, S. (2005). Deafness to fear in boys with psychopathic tendencies. Journal of Child Psychology and Psychiatry, 46(3), 327–336. doi:10.1111/j.1469-7610.2004.00356.x.

    Article  PubMed  Google Scholar 

  • Blonigen, D. M., Hicks, B. M., Krueger, R. F., Patrick, C. J., & Iacono, W. G. (2006). Continuity and change in psychopathic traits as measured via normal-range personality: A longitudinal-biometric study. Journal of Abnormal Psychology, 115(1), 85–95. doi:10.1037/0021-843X.115.1.85.

    Article  PubMed Central  PubMed  Google Scholar 

  • Brislin, R. W. (1970). Back-Translation for Cross-Cultural Research. Journal of Cross-Cultural Psychology, 1(3), 185–216. doi:10.1177/135910457000100301.

    Article  Google Scholar 

  • Card, N. A., Stucky, B. D., Sawalani, G. M., & Little, T. D. (2008). Direct and indirect aggression during childhood and adolescence: A meta-analytic review of gender differences, intercorrelations, and relations to maladjustment. Child Development, 79(5), 1185–1229. doi:10.1111/j.1467-8624.2008.01184.x.

    Article  PubMed  Google Scholar 

  • Chambers, W. J., Puig-Antich, J., Hirsh, M., Paez, P., Ambrosini, P. J., Tabrizi, M. A., et al. (1985). The assessment of affective disorders in children and adolescents by semistructured interview. Test-retest reliability of the schedule for affective disorders and schizophrenia for school-age children, present episode version. Archives of General Psychiatry, 42(7), 696–702.

    Article  PubMed  Google Scholar 

  • Ciucci, E., Baroncelli, A., Franchi, M., Golmaryami, F. N., & Frick, P. J. (2014). The association between callous-unemotional traits and behavioral and academic adjustment in children: Further validation of the Inventory of Callous-Unemotional Traits. Journal of Psychopathology and Behavioral Assessment. doi:10.1007/s10862-013-9384-z.

    Google Scholar 

  • D’Acremont, M., Van der Linden, M., Axelson, H., Flykt, A., & Vonèche, J. (2002). French version of the Youth Psychopathic Inventory. Unpublished manuscript.

  • Dadds, M. R., Whiting, C., & Hawes, D. J. (2006). Associations among cruelty to animals, family conflict, and psychopathic traits in childhood. Journal of Interpersonal Violence, 21(3), 411–429.

    Article  PubMed  Google Scholar 

  • Dadds, M. R., El Masry, Y., Wimalaweera, S., & Guastella, A. J. (2008). Reduced eye gaze explains “Fear Blindness” in childhood psychopathic traits. Journal of the American Academy of Child and Adolescent Psychiatry, 47(4), 455–463. doi:10.1097/CHI.0b013e31816407f1.

    Article  PubMed  Google Scholar 

  • 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 and Biobehavioral Reviews, 36(10), 2288–2304. doi:10.1016/j.neubiorev.2012.08.006.

    Article  PubMed  Google Scholar 

  • Decuyper, M., De Bolle, M., De Fruyt, F., & De Clercq, B. (2011). General and maladaptive personality dimensions and the assessment of callous-unemotional traits in adolescence. Journal of Personality Disorders, 25(5), 681–701.

    Article  PubMed  Google Scholar 

  • Dodge, K. A., & Coie, J. D. (1987). Social-information-processing factors in reactive and proactive aggression in childrens peer groups. Journal of Personality and Social Psychology, 53(6), 1146–1158. doi:10.1037/0022-3514.53.6.1146.

    Article  PubMed  Google Scholar 

  • Ekman, P., & Friesen, W. V. (1976). Measuring facial movement. Environmental Psychology and Nonverbal Behavior, 1(1), 56–75. doi:10.1007/Bf01115465.

    Article  Google Scholar 

  • Essau, C. A., Sasagawa, S., & Frick, P. J. (2006). Callous-unemotional traits in a community sample of adolescents. Assessment, 13(4), 454–469. doi:10.1177/1073191106287354.

    Article  PubMed  Google Scholar 

  • Ezpeleta, L., de la Osa, N., Granero, R., Penelo, E., & Domenech, J. M. (2013). Inventory of callous-unemotional traits in a community sample of preschoolers. Journal of Clinical Child and Adolescent Psychology, 42(1), 91–105.

    Article  PubMed  Google Scholar 

  • Fairchild, G., Van Goozen, S. H. M., Calder, A. J., Stollery, S. J., & Goodyer, I. M. (2009). Deficits in facial expression recognition in male adolescents with early-onset or adolescence-onset conduct disorder. Journal of Child Psychology and Psychiatry, 50(5), 627–636. doi:10.1111/j.1469-7610.2008.02020.x.

    Article  PubMed Central  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(4), 285–298. doi:10.1007/s10862-008-9111-3.

    Article  Google Scholar 

  • Feilhauer, J., Cima, M., & Arntz, A. (2012). Assessing Callous-Unemotional traits across different groups of youths: Further cross-cultural validation of the Inventory of Callous-Unemotional traits. International Journal of Law and Psychiatry, 35(4), 251–262. doi:10.1016/j.ijlp.2012.04.002.

    Article  PubMed  Google Scholar 

  • Frick, P. J. (2004). The inventory of callous-unemotional traits. Unpublished manuscript.

  • Frick, P. J., & Dickens, C. (2006). Current perspectives on conduct disorder. Current Psychiatry Reports, 8(1), 59–72. doi:10.1007/s11920-006-0082-3.

    Article  PubMed  Google Scholar 

  • Frick, P. J., & Moffitt, T. E. (2010). A proposal to the DSM-V childhood disorders and the ADHD and disruptive behavior disorders work groups to include a specifier to the diagnosis of conduct disorder based on the presence of callous-unemotional traits. American Psychiatric Association.

  • 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. doi:10.1111/j.1469-7610.2007.01862.x.

    Article  PubMed  Google Scholar 

  • Frick, P. J., Cornell, A. H., Barry, C. T., Bodin, S. D., & Dane, H. E. (2003). 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. doi:10.1023/A:1023899703866.

    Article  PubMed  Google Scholar 

  • 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), 1–57. doi:10.1037/a0033076.

    Article  PubMed  Google Scholar 

  • Hu, L. T., & Bentler, P. M. (1998). Fit indices in covariance structure modeling: Sensitivity to underparametrized model mis-specification. Psychological Methods, 3, 424–453. doi:10.1037/1082-989X.3.4.424.

    Article  Google Scholar 

  • Hu, L. T., & 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, 1–55. doi:10.1080/10705519909540118.

    Article  Google Scholar 

  • Jones, A. P., Laurens, K. R., Herba, C. M., Barker, G. J., & Viding, E. (2009). Amygdala hypoactivity to fearful faces in boys with conduct problems and callous-unemotional traits. American Journal of Psychiatry, 166(1), 95–102. doi:10.1176/appi.ajp.2008.07071050.

    Article  PubMed  Google Scholar 

  • Kerig, P. K., & Stellwagen, K. K. (2010). Roles of callous-unemotional traits, narcissism, and machiavellianism in childhood aggression. Journal of Psychopathology and Behavioral Assessment, 32(3), 343–352. doi:10.1007/s10862-009-9168-7.

    Article  Google Scholar 

  • Kimonis, E. R., Frick, P. J., Fazekas, H., & Loney, B. R. (2006). Psychopathy, aggression, and the processing of emotional stimuli in non-referred girls and boys. Behavioral Sciences and the Law, 24(1), 21–37. doi:10.1002/bsl.668.

    Article  PubMed  Google Scholar 

  • Kimonis, E. R., Frick, P. J., Muñoz, L. C., & Aucoin, K. J. (2007). Can a laboratory measure of emotional processing enhance the statistical prediction of aggression and delinquency in detained adolescents with callous-unemotional traits? Journal of Abnormal Child Psychology, 35(5), 773–785. doi:10.1007/s10802-007-9136-1.

    Article  PubMed  Google Scholar 

  • Kimonis, E. R., Frick, P. J., Muñoz, L. C., & Aucoin, K. J. (2008a). Callous-unemotional traits and the emotional processing of distress cues in detained boys: Testing the moderating role of aggression, exposure to community violence, and histories of abuse. Development and Psychopathology, 20(2), 569–589. doi:10.1017/s095457940800028x.

    Article  PubMed  Google Scholar 

  • Kimonis, E. R., Frick, P. J., Skeem, J. L., Marsee, M. A., Cruise, K., Muñoz, L. C., et al. (2008b). Assessing callous-unemotional traits in adolescent offenders: Validation of the Inventory of Callous-Unemotional Traits. International Journal of Law and Psychiatry, 31(3), 241–252. doi:10.1016/j.ijlp.2008.04.002.

    Article  PubMed  Google Scholar 

  • Kimonis, E. R., Branch, J., Hagman, B., Graham, N., & Miller, C. (2012). The psychometric properties of the inventory of callous-unemotional traits in an undergraduate sample. Psychological Assessment. doi:10.1037/a0029024.

    Google Scholar 

  • Little, T. D. (1997). Mean and covariance structures (MACS) analyses of cross-cultural data: Practical and theoretical issues. Multivariate Behavioral Research, 32(1), 53–76.

    Article  Google Scholar 

  • Lynam, D. R., Caspi, A., Moffitt, T. E., Loeber, R., & Stouthamer-Loeber, M. (2007). Longitudinal evidence that psychopathy scores in early adolescence predict adult psychopathy. Journal of Abnormal Psychology, 116(1), 155–165. doi:10.1037/0021-843X.116.1.155.

    Article  PubMed Central  PubMed  Google Scholar 

  • Marsee, M. A., Lau, K. S. L., & Lapre, G. E. (2014). Parent and adolescent report of the forms and functions of aggression: Associations with delinquency, CU traits, and dysregulation. Child and Youth Care Forum, 43(1), 27–39.

    Article  Google Scholar 

  • Marsh, H. W., Hau, K.-T., Balla, J. R., & Grayson, D. (1998). Is more ever too much? The number of indicators per factor in confirmatory factor analysis. Multivariate Behavioral Research, 33(2), 181–220. doi:10.1207/s15327906mbr3302_1.

    Article  Google Scholar 

  • Marsh, A. A., Finger, E. C., Mitchell, D. G. V., Reid, M. E., Sims, C., Kosson, D. S., et al. (2008). Reduced amygdala response to fearful expressions in children and adolescents with callous-unemotional traits and disruptive behavior disorders. American Journal of Psychiatry, 165(6), 712–720. doi:10.1176/appi.ajp.2007.07071145.

    Article  PubMed  Google Scholar 

  • Meehan, J. C., & Stuart, G. L. (2007). Using structural equation modeling with forensic samples. Criminal Justice and Behavior, 34(12), 1560–1587.

    Article  Google Scholar 

  • Milfont, T. L., & Fischer, R. (2010). Testing measurement invariance across groups: Applications in cross-cultural research. International Journal of Psychological Research, 3(1), 111–121.

    Google Scholar 

  • Muñoz, L. C. (2009). Callous-unemotional traits are related to combined deficits in recognizing afraid faces and body poses. Journal of the American Academy of Child and Adolescent Psychiatry, 48(5), 554–562. doi:10.1097/CHI.0b013e31819c2419.

    Article  PubMed  Google Scholar 

  • Muñoz, L. C., & Frick, P. J. (2007). The reliability, stability, and predictive utility of the self-report version of the antisocial process screening device. Scandinavian Journal of Psychology, 48(4), 299–312. doi:10.1111/j.1467-9450.2007.00560.x.

    Article  PubMed  Google Scholar 

  • Muñoz, L. C., & Frick, P. J. (2012). Callous-unemotional traits and their implication for understanding and treating aggressive and violent youths. Criminal Justice and Behavior, 39(6), 794–813. doi:10.1177/0093854812437019.

    Article  Google Scholar 

  • Muñoz, L. C., Frick, P. J., Kimonis, E. R., & Aucoin, K. J. (2008). Types of aggression, responsiveness to provocation, and callous-unemotional traits in detained adolescents. Journal of Abnormal Child Psychology, 36(1), 15–28.

    Article  PubMed  Google Scholar 

  • Muñoz, L. C., Pakalniskiene, V., & Frick, P. J. (2011). Parental monitoring and youth behavior problems: Moderation by callous-unemotional traits over time. European Child and Adolescent Psychiatry, 20(5), 261–269.

    Article  PubMed  Google Scholar 

  • Murrie, D. C., Cornell, D. G., Kaplan, S., McConville, D., & Levy-Elkon, A. (2004). Psychopathy scores and violence among juvenile offenders: A multi-measure study. Behavioral Sciences and the Law, 22(1), 49–67. doi:10.1002/bsl.573.

    Article  PubMed  Google Scholar 

  • Penney, S. R., & Moretti, M. M. (2010). The roles of affect dysregulation and deficient affect in youth violence. Criminal Justice and Behavior, 37(6), 709–731. doi:10.1177/0093854810365446.

    Article  Google Scholar 

  • Pihet, S., Suter, M., Meylan, N., & Schmid, M. (2014). Factor structure of the Youth Psychopathic Traits Inventory in community and institutionalized adolescents: Using the total score, three scale scores, and/or 10 subscale scores. Criminal Justice and Behavior, 41(10), 1214-1231. doi:10.1177/0093854814540287.

  • Raine, A., Dodge, K., Loeber, R., Gatzke-Kopp, L., Lynam, D., Reynolds, C., et al. (2006). The reactive-proactive aggression questionnaire: Differential correlates of reactive and proactive aggression in adolescent boys. Aggressive Behavior, 32(2), 159–171.

    Article  PubMed Central  PubMed  Google Scholar 

  • Raykov, T. (1998). On the use of confirmatory factor analysis in personality research. Personality and Individual Differences, 8, 23–74. doi:10.1016/S0191-8869(97)00159-1.

    Google Scholar 

  • Rescorla, L., Achenbach, T. M., Ivanova, M. Y., Dumenci, L., Almqvist, F., Bilenberg, N., et al. (2007). Epidemiological comparisons of problems and positive qualities reported by adolescents in 24 countries. Journal of Consulting and Clinical Psychology, 75(2), 351–358. doi:10.1037/0022-006X.75.2.351.

    Article  PubMed  Google Scholar 

  • Roose, A., Bijtterbier, P., Decoene, S., Claes, L., & Frick, P. J. (2010). Assessing the affective features of psychopathy in adolescence: A further validation of the Inventory of Callous and Unemotional Traits. Assessment, 17, 44–57. doi:10.1177/1073191109344153.

    Article  PubMed  Google Scholar 

  • Schermelleh-Engel, K., & Moosbrugger, H. (2003). Evaluating the fit of structural equation models: Test of significance and descriptive goodness-of-fit measures. Methods of Psychological Research Online, 8, 23–74.

    Google Scholar 

  • Skeem, J. L., & Cauffman, E. (2003). Views of the downward extension: Comparing the youth version of the psychopathy checklist with the youth psychopathic traits inventory. Behavioral Sciences and the Law, 21(6), 737–770. doi:10.1002/bsl.563.

    Article  PubMed  Google Scholar 

  • Stevens, D., Charman, T., & Blair, R. J. R. (2001). Recognition of emotion in facial expressions and vocal tones in children with psychopathic tendencies. Journal of Genetic Psychology, 162(2), 201–211.

    Article  PubMed  Google Scholar 

  • Stickle, T. R., Marini, V. A., & Thomas, J. N. (2012). Gender differences in psychopathic traits, types, and correlates of aggression among adjudicated youth. Journal of Abnormal Child Psychology, 40(4), 513–525.

    Article  PubMed  Google Scholar 

  • Vandenberg, R. J., & Lance, C. E. (2000). A review and synthesis of the measurement invariance literature: Suggestions, practices, and recommendations for organizational research. Organizational Research Methods, 3(1), 4–69. doi:10.1177/109442810031002.

    Article  Google Scholar 

  • Vermeersch, S., & Fombonne, E. (1997). Le child behavior checklist: Résultats préliminaires de la standardisation de la version française. Neuropsychiatrie de l’Enfance et de l’Adolescence, 45, 615–620.

    Google Scholar 

  • Viding, E., Simmonds, E., Petrides, K. V., & Frederickson, N. (2009). The contribution of callous-unemotional traits and conduct problems to bullying in early adolescence. Journal of Child Psychology and Psychiatry, and Allied Disciplines, 50(4), 471–481.

    Article  PubMed  Google Scholar 

  • Vitacco, M. J., Neumann, C. S., Caldwell, M. F., Leistico, A. M., & Van Rybroek, G. J. (2006). Testing factor models of the psychopathy checklist: Youth version and their association with instrumental aggression. Journal of Personality Assessment, 87(1), 74–83.

    Article  PubMed  Google Scholar 

  • Vreugdenhil, C., Van den Brink, W., Ferdinand, R., Wouters, L., & Doreleijers, T. (2006). The ability of YSR scales to predict DSM/DISC-C psychiatric disorders among incarcerated male adolescents. European Child and Adolescent Psychiatry, 15(2), 88–96.

    Article  PubMed  Google Scholar 

  • White, S. F., Cruise, K. R., & Frick, P. J. (2009). Differential correlates to self-report and parent-report of callous-unemotional traits in a sample of juvenile sexual offenders. Behavioral Sciences and the Law, 27(6), 910–928.

    Article  PubMed  Google Scholar 

  • Wilson, K., Juodis, M., & Porter, S. (2011). Fear and loathing in psychopaths : A meta-analytic investigation of the facial affect recognition deficit. Criminal Justice and Behavior, 38(7), 659–668. doi:10.1177/0093854811404120.

    Article  Google Scholar 

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Acknowledgments

We express our warmest thanks to the Swiss National Science Foundation (#100014-130553, awarded to the first author) and the Swiss Ministry of Justice (project “Clarification and goal attainment in Swiss youth welfare and juvenile justice institutions”, awarded to the third author) for their financial support, as well as to Maya Suter, Pascale Spicher and Jill De Ridder, Elena Bayboerek, Cybèle Bertoni, Tamara Borovicanin, Marcello Cantarella, Margaux Clément, Malika Dessibourg, Virginie Dyens, Amélie Eggertswyler, Tatiana Mabillard, Pamela Monnet, Sheila Ramos, Vanessa Pralong, Krisztina Prébandier, and Yoann Uehlinger for their very valuable help during data collection, to the staff of the forensic institutions Valmont and Time-Out and of the private boarding schools Maya-Joie and Don Bosco, and last but not least to all participants who made this research possible.

Conflict of Interest

S. Pihet, S. Etter, M. Schmid and E.R. Kimonis declare that they have no conflict of interest.

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All procedures performed in this study involving human participants were in accordance with the ethical standards of the institutional and/or national research committee and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.

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Pihet, S., Etter, S., Schmid, M. et al. Assessing Callous-Unemotional Traits in Adolescents: Validity of the Inventory of Callous-Unemotional Traits Across Gender, Age, and Community/Institutionalized Status. J Psychopathol Behav Assess 37, 407–421 (2015). https://doi.org/10.1007/s10862-014-9472-8

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