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Victimization and Desistance from Crime

  • Jillian J. TuranovicEmail author
ORIGINAL ARTICLE

Abstract

Purpose

Victimization is a negative life experience that tends to occur in the context of one’s own offending. Although a great deal of literature shows that victimization often leads to increases in criminal behavior, there are also reasons to believe that, for some offenders, victimization can serve as a turning point that marks the end of criminal careers. The problem, however, is that little is known about why some victims desist from crime and others do not. Accordingly, the purpose of this study is to identify the processes that lead to changes in crime over time among victimized offenders.

Methods

A subset of data from the Pathways to Desistance Study is used, which is a multi-site, 7-year longitudinal study of serious juvenile offenders. Multilevel models are estimated to determine the behavioral, cognitive, and social sources of changes in crime among 190 victimized male offenders (N = 1540 person-waves).

Results

The results suggest that victimized offenders who reduce their affiliations to deviant peers (i.e., peers who hold attitudes favorable to crime) engage in less crime over time. These changes to peer affiliations are preceded by victims’ reductions in binge drinking and transitions into fatherhood.

Conclusions

There is variability in offending among victims of crime that is not often explored. Future work would benefit from focusing not only on whether victimization increases offending, but for whom.

Keywords

Victimization Desistance Males Longitudinal design Criminal victims 

Notes

Acknowledgments

I wish to thank Travis Pratt for his helpful feedback, as well as Chris Sullivan who provided thoughtful comments on an earlier version presented at the 71st Annual Meeting of the American Society of Criminology in Washington, DC.

Funding Information

The Pathways to Desistance Study was supported by the Office of Juvenile Justice and Delinquency Prevention (2000-MU–MU-0007), the National Institute of Justice (1999-IJ-CX-0053), the National Institute of Drug Abuse (R01 DA019697-01), the John D. and Catherine T. MacArthur Foundation, the William T. Grant Foundation, the Robert Wood Johnson Foundation, The Center for Disease Control, The William Penn Foundation, The Arizona Governor’s Justice Commission, and the Pennsylvania Commission on Crime and Delinquency. No direct funding from these agencies was received for this analysis. The content of this paper is the sole responsibility of the author and does not necessarily represent the official views of these agencies.

References

  1. 1.
    Aaltonen, M., Kivivuori, J., & Kuitunen, L. (2018). Short-term temporal clustering of police-reported violent offending and victimization: Examining timing and the role of revenge. Criminal Justice Review (in press).Google Scholar
  2. 2.
    Akers, R. L. (2009). Social learning and social structure: A general theory of crime and deviance. New Brunswick, NJ: Transaction.Google Scholar
  3. 3.
    Averdijk, M., van Gelder, J. L., Eisner, M., & Ribeaud, D. (2016). Violence begets violence … But how? A decision-making perspective on the victim-offender overlap. Criminology, 54, 282–306.CrossRefGoogle Scholar
  4. 4.
    Agnew, R. (2002). Experienced, vicarious, and anticipated strain: An exploratory study on physical victimization and delinquency. Justice Quarterly, 19, 603–632.CrossRefGoogle Scholar
  5. 5.
    Akers, R. L. (1998). Social structure and social learning. Los Angeles, CA: Roxbury.Google Scholar
  6. 6.
    Arnett, J. J. (2007). Emerging adulthood: What is it, and what is it good for? Child Development Perspectives, 1, 68–73.CrossRefGoogle Scholar
  7. 7.
    Baumeister, R. F. (1991). Meanings of life. New York: Guilford Press.Google Scholar
  8. 8.
    Baumeister, R.F. (1994). The crystallization of discontent in the process of major life change. In T.F. Heatherton & J.L. Weinberger (Eds.), Can personality change? (pp. 281-297). Washington, DC: American Psychological Association.Google Scholar
  9. 9.
    Berg, M. T., & Mulford, C. F. (2017). Reappraising and redirecting research on the victim-offender overlap. Trauma, Violence, and Abuse. In press  https://doi.org/10.1177/1524838017735925.
  10. 10.
    Berg, M. T., Stewart, E. A., Schreck, C. J., & Simons, R. L. (2012). The victim-offender overlap in context: Examining the role of neighborhood street culture. Criminology, 50, 359–390.CrossRefGoogle Scholar
  11. 11.
    Bersani, B. E., & Doherty, E. E. (2018). Desistance from crime in the twenty-first century. Annual Review of Criminology, 1, 311–334.CrossRefGoogle Scholar
  12. 12.
    Bjerk, D. (2009). How much can we trust causal interpretations of fixed-effects estimators in the context of criminality? Journal of Quantitative Criminology, 25, 391–417.CrossRefGoogle Scholar
  13. 13.
    Boman, J. H., & Mowen, T. J. (2017). Building the ties that bind, breaking the ties that don't. Criminology and Public Policy, 16, 753–774.CrossRefGoogle Scholar
  14. 14.
    Burt, C. H., Sweeten, G., & Simons, R. L. (2014). Self-control through emerging adulthood: Instability, multidimensionality, and criminological significance. Criminology, 52, 450–487.CrossRefGoogle Scholar
  15. 15.
    Bushway, S. D., Piquero, A. R., Broidy, L. M., Cauffman, E., & Mazerolle, P. (2001). An empirical framework for studying desistance as a process. Criminology, 39, 491–516.CrossRefGoogle Scholar
  16. 16.
    Carlsson, C. (2013). Masculinities, persistence and desistance. Criminology, 51, 661–693.CrossRefGoogle Scholar
  17. 17.
    Cauffman, E., Monahan, K. C., & Thomas, A. G. (2015). Pathways to persistence: Female offending from 14 to 25. Journal of Developmental and Life Course Criminology, 3, 236–268.CrossRefGoogle Scholar
  18. 18.
    Cauffman, E., & Steinberg, L. (2000). (Im) maturity of judgment in adolescence: Why adolescents may be less culpable than adults. Behavioral Sciences and the Law, 18, 741–760.CrossRefGoogle Scholar
  19. 19.
    Chesney-Lind, M., & Pasko, L. (2013). The female offender: Girls, women, and crime (3rd ed.). Thousand Oaks, CA: Sage.CrossRefGoogle Scholar
  20. 20.
    Cohen, L. E., & Felson, M. (1979). Social change and crime rate trends: A routine activity approach. American Sociological Review, 44, 588–608.CrossRefGoogle Scholar
  21. 21.
    Cohen, J. A., Mannarino, A. P., Kliethermes, M., & Murray, L. A. (2012). Trauma-focused CBT for youth with complex trauma. Child Abuse and Neglect, 36, 528–541.CrossRefGoogle Scholar
  22. 22.
    Cusson, M., & Pinsonneault, P. (1986). The decision to give up crime. In D. B. Cornish & R. V. Clarke (Eds.), The reasoning criminal: Rational choice perspectives on offending (pp. 72–82). New York: Springer.CrossRefGoogle Scholar
  23. 23.
    Davis, J. P., Dumas, T. M., Berey, B. L., Merrin, G. J., Cimpian, J. R., & Roberts, B. W. (2017). Effect of victimization on impulse control and binge drinking among serious juvenile offenders from adolescence to young adulthood. Journal of Youth and Adolescence, 46, 1515–1532.CrossRefGoogle Scholar
  24. 24.
    Doherty, E. E., & Bersani, B. E. (2016). Understanding the mechanisms of desistance at the intersection of race, gender, and neighborhood context. Journal of Research in Crime and Delinquency, 53, 681–710.CrossRefGoogle Scholar
  25. 25.
    Elder, G. H., Johnson, M. K., & Crosnoe, R. (2003). The emergence and development of life course theory. In J. T. Mortiner & M. J. Shanahan (Eds.), Handbook of the life course (pp. 3–19). Boston: Springer.CrossRefGoogle Scholar
  26. 26.
    Elliott, D. S. (1990). National Youth Survey. Boulder: Institute of Behavioral Science, University of Colorado.Google Scholar
  27. 27.
    Erdmann, A., & Reinecke, J. (2018). Youth violence in Germany: Examining the victim-offender overlap during the transition from adolescence to early adulthood. Criminal Justice Review (in press).Google Scholar
  28. 28.
    Fagan, J. (1989). Cessation of family violence: Deterrence and dissuasion. Crime and Justice, 11, 377–425.CrossRefGoogle Scholar
  29. 29.
    Faris, R., & Felmlee, D. (2014). Casualties of social combat: School networks of peer victimization and their consequences. American Sociological Review, 79, 228–257.CrossRefGoogle Scholar
  30. 30.
    Farrall, S., & Calverley, A. (2006). Understanding desistance from crime: Theoretical directions in resettlement and rehabilitation. New York: Open University Press.Google Scholar
  31. 31.
    Farrall, S., Hunter, B., Sharpe, G., & Calverley, A. (2014). Criminal careers in transition: The social context of desistance from crime. Oxford, UK: Oxford University Press.CrossRefGoogle Scholar
  32. 32.
    Felitti, V. J., Anda, R. F., Nordenberg, D., Williamson, D. F., Spitz, A. M., Edwards, V., Koss, M. K., & Marks, J. S. (1998). Relationship of childhood abuse and household dysfunction to many of the leading causes of death in adults: The Adverse Childhood Experiences (ACE) Study. American Journal of Preventive Medicine, 14, 245–258.CrossRefGoogle Scholar
  33. 33.
    Gifford-Smith, M., Dodge, K. A., Dishion, T. J., & McCord, J. (2005). Peer influence in children and adolescents: Crossing the bridge from developmental to intervention science. Journal of Abnormal Child Psychology, 33, 255–265.CrossRefGoogle Scholar
  34. 34.
    Giordano, P. C. (2016). Mechanisms underlying the desistance process: Reflections on a “theory of cognitive transformation”. In J. Shapland, S. Farrall, & A. Bottoms (Eds.), Global perspectives on desistance: Reviewing what we know and looking to the future (pp. 11–27). New York: Routledge.Google Scholar
  35. 35.
    Giordano, P. C., Cernkovich, S. A., & Holland, D. D. (2003). Changes in friendship relations over the life course: Implications for desistance from crime. Criminology, 41, 293–328.CrossRefGoogle Scholar
  36. 36.
    Giordano, P. C., Cernkovich, S. A., & Rudolph, J. L. (2002). Gender, crime, and desistance: Toward a theory of cognitive transformation. American Journal of Sociology, 107, 990–1064.CrossRefGoogle Scholar
  37. 37.
    Gottfredson, M. R., (1984). Victims of crime: Dimensions of risk. Home Office Research Study (No. 81). London, UK: Home Office Research and Planning Unit.Google Scholar
  38. 38.
    Greenberger, E. (1984). Defining psychosocial maturity in adolescence. Advances in Child Behavioral Analysis & Therapy, 3, 1–37.Google Scholar
  39. 39.
    Greenberger, E., Josselson, R., Knerr, C., & Knerr, B. (1975). The measurement and structure of psychosocial maturity. Journal of Youth and Adolescence, 4, 127–143.CrossRefGoogle Scholar
  40. 40.
    Hindelang, M. J., Gottfredson, M. R., & Garofalo, J. (1978). Victims of personal crime: An empirical foundation for a theory of personal victimization. Cambridge, MA: Ballinger.Google Scholar
  41. 41.
    Hox, J. J. (2010). Multilevel analysis: Techniques and applications (2nd ed.). New York: Routledge.CrossRefGoogle Scholar
  42. 42.
    Hughes, M. (1998). Turning points in the lives of young inner-city men forgoing destructive criminal behaviors: A qualitative study. Social Work Research, 22, 143–151.CrossRefGoogle Scholar
  43. 43.
    Huizinga, D., Esbensen, F., & Weiher, A. W. (1991). Are there multiple paths to delinquency? Journal of Criminal Law and Criminology, 82, 83–118.CrossRefGoogle Scholar
  44. 44.
    Jacques, S., & Wright, R. (2008). The victimization–termination link. Criminology, 46, 1009–1038.CrossRefGoogle Scholar
  45. 45.
    Jennings, W. G., Piquero, A. R., & Reingle, J. (2012). On the overlap between victimization and offending: A review of the literature. Aggression and Violent Behavior, 17, 16–26.CrossRefGoogle Scholar
  46. 46.
    Jennings, W. G., Piquero, A. R., Rocque, M., & Farrington, D. P. (2015). The effects of binge and problem drinking on problem behavior and adjustment over the life course: Findings from the Cambridge Study in Delinquent Development. Journal of Criminal Justice, 43, 453–463.CrossRefGoogle Scholar
  47. 47.
    Katz, R. S. (2000). Explaining girls’ and women’s crime and desistance in the context of their victimization experiences: A developmental test of revised strain theory and the life course perspective. Violence Against Women, 6, 633–660.Google Scholar
  48. 48.
    Kreager, D. A., Rulison, K., & Moody, J. (2011). Delinquency and the structure of adolescent peer groups. Criminology, 49, 95–127.CrossRefGoogle Scholar
  49. 49.
    Lasky, N. V., Fisher, B. S., & Swan, S. C. (2018). Doing things differently: Exploring drugging victims’ behavioral changes and risk of recurring victimization. Criminal Justice Review, 43, 75–96.CrossRefGoogle Scholar
  50. 50.
    Laub, J. H., & Sampson, R. J. (1993). Turning points in the life course: Why change matters to the study of crime. Criminology, 31, 301–325.CrossRefGoogle Scholar
  51. 51.
    Laub, J. H., & Sampson, R. J. (2001). Understanding desistance from crime. Crime and Justice, 28, 1–69.CrossRefGoogle Scholar
  52. 52.
    Laub, J. L., & Sampson, R. J. (2003). Shared Beginnings, Divergent Lives: Delinquent Boys to Age 70. Cambridge, MA: Harvard University Press.Google Scholar
  53. 53.
    Lauritsen, J. L., & Laub, J. H. (2007). Understanding the link between victimization and offending: New reflections on an old idea. Crime Prevention Studies, 22, 55–75.Google Scholar
  54. 54.
    Macmillan, R. (2001). Violence and the life course: The consequences of victimization for personal and social development. Annual Review of Sociology, 27, 1–22.CrossRefGoogle Scholar
  55. 55.
    Mayer, R. R., Forster, J. L., Murray, D. M., & Wagenaar, A. C. (1998). Social settings and situations of underage drinking. Journal of Studies on Alcohol, 59, 207–215.CrossRefGoogle Scholar
  56. 56.
    Menard, S. (1995). Applied logistic regression analysis. Thousand Oaks, CA: Sage.Google Scholar
  57. 57.
    Meyer, S. (2016). Still blaming the victim of intimate partner violence? Women’s narratives of victim desistance and redemption when seeking support. Theoretical Criminology, 20, 75–90.CrossRefGoogle Scholar
  58. 58.
    Monahan, K. C., Steinberg, L., Cauffman, E., & Mulvey, E. P. (2013). Psychosocial (im) maturity from adolescence to early adulthood: Distinguishing between adolescence-limited and persisting antisocial behavior. Development and Psychopathology, 25, 1093–1105.CrossRefGoogle Scholar
  59. 59.
    Mulvey, E. P., Schubert, C. A., & Piquero, A. R. (2014). Pathways to Desistance: Final technical report. Washington, DC: National Institute of Justice.Google Scholar
  60. 60.
    Mulvey, E. P., Steinberg, L., Fagan, J., Cauffman, E., Piquero, A. R., Chassin, L., Knight, G. P., Brame, R., Schubert, C. A., Hecker, T., & Losoya, S. H. (2004). Theory and research on desistance from antisocial activity among serious adolescent offenders. Youth Violence and Juvenile Justice, 2, 213–236.CrossRefGoogle Scholar
  61. 61.
    Nurius, P. S., Green, S., Logan-Greene, P., & Borja, S. (2015). Life course pathways of adverse childhood experiences toward adult psychological well-being: A stress process analysis. Child Abuse & Neglect, 45, 143–153.CrossRefGoogle Scholar
  62. 62.
    Paternoster, R., & Bushway, S. (2009). Desistance and the" feared self": Toward an identity theory of criminal desistance. The Journal of Criminal Law and Criminology, 99, 1103–1156.Google Scholar
  63. 63.
    Paternoster, R., McGloin, J. M., Nguyen, H., & Thomas, K. J. (2013). The causal impact of exposure to deviant peers: An experimental investigation. Journal of Research in Crime and Delinquency, 50, 476–503.CrossRefGoogle Scholar
  64. 64.
    Paternoster, R., Bachman, R., Bushway, S., Kerrison, E., & O’Connell, D. (2015). Human agency and explanations of criminal desistance: Arguments for a rational choice theory. Journal of Developmental and Life Course Criminology, 1, 209–235.CrossRefGoogle Scholar
  65. 65.
    Pearlin, L. I. (1989). The sociological study of stress. Journal of Health and Social Behavior, 30, 241–256.CrossRefGoogle Scholar
  66. 66.
    Piquero, A. R. (2015). What we know and what we need to know about developmental and life-course theories. Australian and New Zealand Journal of Criminology, 48, 336–344.CrossRefGoogle Scholar
  67. 67.
    Pratt, T. C. (2016). A self-control/life-course theory of criminal behavior. European Journal of Criminology, 13, 129–146.CrossRefGoogle Scholar
  68. 68.
    Pratt, T. C., & Cullen, F. T. (2000). The empirical status of Gottfredson and Hirschi's general theory of crime: A meta-analysis. Criminology, 38, 931–964.CrossRefGoogle Scholar
  69. 69.
    Pratt, T. C., Turanovic, J. J., Fox, K. A., & Wright, K. A. (2014). Self-control and victimization: A meta-analysis. Criminology, 52, 87–116.CrossRefGoogle Scholar
  70. 70.
    Raudenbush, S. W., & Bryk, A. S. (2002). Hierarchical linear models: Applications and data analysis methods (2nd ed.). Newbury Park, CA: Sage.Google Scholar
  71. 71.
    Reisig, M. D., & Holtfreter, K. (2018). The victim-offender overlap in late adulthood. Journal of Elder Abuse and Neglect, 2, 144–166.CrossRefGoogle Scholar
  72. 72.
    Rocque, M., Posick, C., & White, H. R. (2015). Growing up is hard to do: An empirical evaluation of maturation and desistance. Journal of Developmental and Life-Course Criminology, 1, 350–384.CrossRefGoogle Scholar
  73. 73.
    Sampson, R. J., & Laub, J. H. (1993). Crime in the making: Pathways and turning points through life. Cambridge, MA: Harvard University Press.CrossRefGoogle Scholar
  74. 74.
    Sampson, R. J., & Raudenbush, S. (1999). Systematic social observation of public spaces: A new look at disorder in urban neighborhoods. American Journal of Sociology, 105, 603–651.CrossRefGoogle Scholar
  75. 75.
    Schreck, C. J., Berg, M. T., Ousey, G. C., Stewart, E. A., & Miller, J. M. (2017). Does the nature of the victim-offending association fluctuate over the life course? An examinations of adolescence and early adulthood. Crime and Delinquency, 63, 786–813.CrossRefGoogle Scholar
  76. 76.
    Schroeder, R. D., Giordano, P. C., & Cernkovich, S. A. (2007). Drug use and desistance processes. Criminology, 45, 191-222.Google Scholar
  77. 77.
    Schubert, C. A., Mulvey, E. P., Steinberg, L., Cauffman, E., Losoya, S. H., Hecker, T., Chassin, L., & Knight, G. P. (2004). Operational lessons from the Pathways to Desistance Project. Youth Violence and Juvenile Justice, 2, 237–255.CrossRefGoogle Scholar
  78. 78.
    Selner-O’Hagan, M. B., Kindlon, D. J., & Buka, S. L. (1998). Assessing exposure to violence in urban youth. Journal of Child Psychology and Psychiatry, 39, 215–224.CrossRefGoogle Scholar
  79. 79.
    Sickmund, M., & Puzzanchera, C. (Eds.). (2014). Juvenile offenders and victims: 2014 national report. Pittsburgh, PA: National Center for Juvenile Justice.Google Scholar
  80. 80.
    Solomon, D., & Theiss, J. A. (2008). A longitudinal test of the relational turbulence model of romantic relationship development. Personal Relationships, 15, 339–357.CrossRefGoogle Scholar
  81. 81.
    Steinberg, L., & Cauffman, E. (1996). Maturity of judgment in adolescence: Psychosocial factors in adolescent decision making. Law and Human Behavior, 20, 249–272.CrossRefGoogle Scholar
  82. 82.
    Steinberg, L. D., Cauffman, E., & Monahan, K. (2015). Psychosocial maturity and desistance from crime in a sample of serious juvenile offenders. US Department of Justice, Office of Justice Programs, Office of Juvenile Justice and Delinquency Prevention.Google Scholar
  83. 83.
    Stewart, E. A., Schreck, C. J., & Simons, R. L. (2006). I ain’t gonna let no one disrespect me’: Does the code of the street reduce or increase violent victimization among African American adolescents? Journal of Research in Crime and Delinquency, 43, 427–458.CrossRefGoogle Scholar
  84. 84.
    Stoolmiller, M., & Blechman, E. A. (2005). Substance abuse is a robust predictor of adolescent recidivism. Criminal Justice and Behavior, 32, 302–328.CrossRefGoogle Scholar
  85. 85.
    Sweeten, G. (2012). Scaling criminal offending. Journal of Quantitative Criminology, 28, 533–557.CrossRefGoogle Scholar
  86. 86.
    Sweeten, G., Piquero, A. R., & Steinberg, L. (2013a). Age and the explanation of crime, revisited. Journal of Youth and Adolescence, 42, 921–938.CrossRefGoogle Scholar
  87. 87.
    Sweeten, G., Pyrooz, D. C., & Piquero, A. R. (2013b). Disengaging from gangs and desistance from crime. Justice Quarterly, 30, 469–500.CrossRefGoogle Scholar
  88. 88.
    Teruya, C., & Hser, Y. (2010). Turning points in the life course: Current findings and future directions in drug use research. Current Drug Abuse Reviews, 3, 189–195.CrossRefGoogle Scholar
  89. 89.
    Thornberry, T. P., Lizotte, A. J., Krohn, M. D., Farnworth, M., & Jang, S. J. (1994). Delinquent peers, beliefs, and delinquent behavior: A longitudinal test of interactional theory. Criminology, 32, 47–83.CrossRefGoogle Scholar
  90. 90.
    Turanovic, J. J., & Pratt, T. C. (2013). The consequences of maladaptive coping: Integrating general strain and self-control theories to specify a causal pathway between victimization and offending. Journal of Quantitative Criminology, 29, 321–345.CrossRefGoogle Scholar
  91. 91.
    Turanovic, J. J., & Pratt, T. C. (2014). “Can’t stop, won’t stop”: Self-control, risky lifestyles, and repeat victimization. Journal of Quantitative Criminology, 30, 29–56.CrossRefGoogle Scholar
  92. 92.
    Turanovic, J. J., Pratt, T. C., & Piquero, A. R. (2018). Structural constraints, risky lifestyles, and repeat victimization. Journal of Quantitative Criminology, 34, 251–274.CrossRefGoogle Scholar
  93. 93.
    Vecchio, M. J. (2013). Once bitten, thrice wise: The varying effects of victimization on routine activities and risk management. Deviant Behavior, 34, 169–190.CrossRefGoogle Scholar
  94. 94.
    von Hentig, H. (1948). The Criminal and His Victim. New Haven, CT: Yale University Press.Google Scholar
  95. 95.
    Warr, M. (1998). Life-course transitions and desistance from crime. Criminology, 36, 183–216.CrossRefGoogle Scholar
  96. 96.
    Warr, M. (2002). Companions in crime: The social aspects of criminal conduct. New York: Cambridge University Press.CrossRefGoogle Scholar
  97. 97.
    Wechsler, D. (1999). Wechsler Abbreviated Scale of Intelligence. The Psychological Corporation. New York: Harcourt Brace and Company.Google Scholar
  98. 98.
    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.CrossRefGoogle Scholar
  99. 99.
    Whitbeck, L. B., Hoyt, D. R., & Yoder, K. A. (1999). A risk-amplification model of victimization and depressive symptoms among runaway and homeless adolescents. American Journal of Community Psychology, 27, 273–296.CrossRefGoogle Scholar
  100. 100.
    White, H. R., Buckman, J., Pardini, D., & Loeber, R. (2015). The association of alcohol and drug use with persistence of violent offending in young adulthood. Journal of Developmental and Life-Course Criminology, 1, 289–303.CrossRefGoogle Scholar
  101. 101.
    Wolfgang, M. E. (1958). Patterns in criminal homicide. New York, NY: John Wiley.CrossRefGoogle Scholar

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Authors and Affiliations

  1. 1.College of Criminology and Criminal JusticeFlorida State UniversityTallahasseeUSA

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