Few studies have explored the cross-cultural utility of youth violence risk instruments. Moreover both the discrimination and calibration performance indicators of such instruments are rarely investigated. This study aimed to address both gaps in the literature by exploring the predictive validity of the YLS/CMI instrument for an Australian multi-ethnic cohort of young offenders in custody. The YLS/CMI total score was able to discriminate between re-offenders and non-reoffenders for the overall sample; however, a breakdown across ethnicity showed only strong effects for Australian English Speaking Background youth. Despite an inability to distinguish re-offenders from non-reoffenders for both Culturally and Linguistically Diverse and Indigenous youth, the instrument was able to accurately predict recidivism for high-risk youth for all ethnic groups. Findings highlight the importance of adopting both calibration and discrimination indicators when assessing predictive validity.
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References
1.
AdamsY.DrewN.WalkerR. (2014). Principles of practice in mental health assessment with aboriginal Australians. In DudgeonP.MilroyH.WalkerR. (Eds.), Working together: Aboriginal and Torres Strait Islander mental health and wellbeing principles and practice (2nd ed., pp. 373–382). Canberra, Australia: Commonwealth of Australia.
2.
AndrewD. A.BontaJ. (2006). The psychology of criminal conduct (4th ed.). Newark, NJ: LexisNexis.
3.
AtkinsonJ.NelsonJ.BrooksR.AtkinsonC.RyanK. (2014). Addressing individual and community transgenerational trauma. In DudgeonP.MilroyH.WalkerR. (Eds.) Working together: Aboriginal and Torres Strait Islander mental health and wellbeing principles and practice (2nd ed., pp. 289–306). Canberra, Australia: Commonwealth of Australia.
Australian Institute of Health and Welfare (AIHW). (2006). Drug use among Aboriginal and Torres Strait Islander peoples: An assessment of data sources. Canberra, Australia: Author.
7.
Australian Institute of Health and Welfare (AIHW). (2011). Substance use among Aboriginal and Torres Strait Islander people. Canberra, Australia: Author.
8.
Australian Institute of Health and Welfare (AIHW). (2012). Juvenile detention population in Australia: 2012. (Juvenile justice series no. 11. Cat. no. JUV 11). Canberra, Australia: Author.
9.
Australian Institute of Health and Welfare (AIHW) (2013). Youth justice in Australia 2011–12: An overview (Bulletin no. 115). Canberra, Australia: Author.
10.
Australian Institute of Health and Welfare (AIHW). (2014). Youth detention population in Australia 2014. Juvenile (Justice series no. 16). Canberra, Australia: Author.
11.
CampbellC.OnifadeE.BarnesA.PetersonJ.AndersonV.DavisonW.GordonD. (2014). Screening offenders: The exploration of a Youth Level of Service/Case Management Inventory (YLS/CMI) brief screener. Journal of Offender Rehabilitation, 53(1), 19–34. doi: 10.1080/10509674.2013.861314.
12.
CatchpoleR.GrettonH. (2003). The predictive validity of risk assessment with violent young offenders: A 1 year examination of criminal outcome. Criminal Justice and Behavior, 30, 688–708. doi: 10.1177/0093854803256455
13.
ChuC. M., LeeY., ZengG., YimG., TanC. Y., AngY., … RubyK. (2015). Assessing youth offenders in a non-Western context: The predictive validity of the YLS/CMI ratings. Psychological Assessment27(3), 1013–1021. DOI: 10.1037/a0038670
14.
ChuC. M.YuH.LeeY.ZengG. (2014). The utility of the YLS/CMI-SV for assessing youth offenders in Singapore. Criminal Justice and Behavior, 41(12), 1437–1457. doi: 10.1177/0093854814537626
15.
CrippsK. (2010). Working together: Aboriginal and Torres Strait Islander Mental Health and wellbeing principles and practice. Canberra, Australia: Commonwealth of Australia.
16.
DoyleK. (2012). Measuring cultural appropriateness of mental health services for Australian Aboriginal peoples in rural and remote Western Australia: A client/clinician's journey. International Journal of Culture and Mental Health, 5, 40–53. doi:10.1080/17542863.2010.548915
17.
DudgeonP.WrightM.ParadiesY.GarveyD.WalkerI. (2014). Aboriginal social, cultural and historical contexts. In DudgeonP.MilroyH.WalkerR. (Eds.) Working together: Aboriginal and Torres Strait Islander mental health and wellbeing principles and practice (2nd ed., pp. 3–24) Canberra, Australia: Commonwealth of Australia.
18.
DureyA. (2010). Reducing racism in Aboriginal health care in Australia: where does cultural education fit?Australian and New Zealand Journal of Public Health, 34, S87–S92. doi: 10.1111/j.1753-6405.2010.00560.x
19.
EdensJ. F.CampbellJ. S.WeirJ. M. (2007). Youth psychopathy and criminal recidivism: a meta-analysis of the psychopathy checklist measures. Law and Human Behavior, 31(1), 53–75. doi: 10.1007/s10979-006-9019-y
20.
EleyD.YoungL.HunterK.BakerP.HunterE.HannahD. (2007). Perceptions of mental health service delivery among staff and indigenous consumers: It's still about communication. Australasian Psychiatry, 15, 130–134. doi:10.1080/10398560601121017
21.
FerdinandA.ParadiesY.KelaherM. (2013). Mental health impacts of racial discrimination in Victorian Aboriginal communities. The Localities Embracing and Accepting Diversity (LEAD) Experiences of Racism Survey. Canberra, Australia: Lowitja Institute.
22.
FerranteA. M. (2013). Assessing the influence of “standard” and “culturally specific” risk factors on the prevalence and frequency of offending: The case of Indigenous Australians. Race and Justice, 3(1), 58–82. doi: 10.1177/2153368712462410
23.
FrizeM.KennyD.LenningsC. (2008). The relationship between intellectual disability, Indigenous status and risk of reoffending in juvenile offenders on community orders. Journal of Intellectual Disability Research, 52(6), 510–510. doi: 10.1111/j.1365-2788.2008.01058.x
24.
HeffernanE. B.AndersonK. C.DevA.KinnerS. (2012). Prevalence of mental illness among Aboriginal and Torres Strait Islander people in Queensland prisons. The Medical Journal of Australia, 197, 37–41. doi: 10.5694/mja11.11352.
25.
HiltermanE.L.B.NichollsT. L.van NieuwenhuizenC. (2013). Predictive validity of risk assessments in juvenile offenders: Comparing the SAVRY, PCL: YV, and YLS/CMI with unstructured clinical assessments. Assessment, 21(3), 324–339. doi: 10.1177/1073191113498113
26.
HogeR. D.AndrewsD. A. (2006). Youth Level of Service/Case Management Inventory user's manual. New York, NY: Multi Health Systems.
HsuC.CaputiP.ByrneM. K. (2010). Level of service inventory-revised: Assessing the risk and need characteristics of Australian indigenous offenders. Psychiatry, Psychology and Law, 17(3), 355–367. Doi: 10.1080/13218710903089261.
29.
IndigD.McEntyreE.PageJ.RossB. (2010). 2009 NSW Inmate Health Survey: Aboriginal health report. Sydney, Australia: Justice Health.
30.
IndigD.VecchiatoC.HaysomL.BeilbyR.CarterJ.ChampionU.WhittonG. (2011). 2009 NSW young people in custody health survey: Full report. Sydney, Australia: Justice Health and Juvenile Justice.
31.
JonesR.MastersM.GriffithsA.MouldayN. (2002). Culturally relevant assessment of indigenous offenders. A literature review. Australian Psychologist, 37(3), 187–197. doi: 10.1080/00050060210001706866
32.
KennyD.T.NelsonP. K. (2008). Young offenders on community orders: Health, welfare and criminogenic needs. Sydney, Australia: Sydney University Press.
33.
LincolnR.LynchM.O'ConnorI.OgilvieE. (1997). Peer networks and other influences on Aboriginal offending. ACT, Australia: Criminology Research Council.
34.
LukeD. A.HomanS. M. (1998). Time and change: using survival analysis in clinical assessment and treatment evaluation. Psychological Assessment, 10, 360–378.
35.
MalsP.HowellsK.DayA.HallG. (2000). Adapting violence rehabilitation programs for the Australian Aboriginal offender. Journal of Offender Rehabilitation, 30, 121–135. doi:10.1300/J076v30n01_08
36.
MarczykG. R.HeilbrunK.LanderT.DeMatteoD. (2003). Predicting juvenile recidivism with the PCL:YV, MAYSI & YLS/CMI. International Journal of Forensic Mental Health, 2(1), 7–18. doi: 10.1080/14999013.2003.10471175
37.
MarshallJ.EganV.EnglishM.JonesR. (2006). The relative validity of psychopathy versus risk/needs-based assessments in the prediction of adolescent offending behavior. Legal and Criminological Psychology, 11(2), 197–210. doi: 10.1348/135532505x68719.
38.
NadewG. T. (2012). Exposure to traumatic events, prevalence of posttraumatic stress disorder and alcohol abuse in Aboriginal communities. The International Electronic Journal of Rural and Remote Health Research, Education, Practice and Policy, 12. Retrieved from http://www.rrh.org.au/publishedarticles/article_print_1667.pdf
39.
OlverM. E.StockdaleK. C.WongS. C. P. (2012). Short and long-term prediction of recidivism using the Youth Level of Service/Case Management Inventory in a sample of serious young offenders. Law and Human Behavior, 36(4), 331–344. doi: 10.1037/h0093927.
40.
OlverM. E.StockdaleK. C.WormithJ. S. (2009). Risk assessment with young offenders: A meta-analysis of three assessment measures. Criminal Justice and Behavior, 36, 329–353. doi: 10.1177/0093854809331457
41.
OnifadeE.DavidsonW.CampbellC. (2009). Risk assessment: The predictive validity of the Youth Level of Service Case Management Inventory with African Americans and girls. Journal of Ethnicity in Criminal Justice, 7(3), 205–221. doi: 10.1080/15377930903143544
42.
Queensland Government. (2009). Inside out—The mental health of Aboriginal and Torres Strait Islander People in custody report. Brisbane, Australia: Author.
43.
RaphaelB.SwanP. (1997). The mental health of Aboriginal and Torres Strait Islander people. International Journal of Mental Health, 26, 9–22.
44.
RennieC.DolanM. (2010). Predictive validity of the youth level of service/case management inventory in custody sample in England. The Journal of Forensic Psychiatry & Psychology, 21(3). doi: 10.1080/14789940903452311.
45.
RiceM. E.HarrisG. T. (2005). Comparing effect sizes in follow-up studies: ROC area, Cohen's d, and r. Law and Human Behavior, 29(50), 615–620. doi: 10.1007/s10979-005-6832-7
46.
SchwalbeC. S. (2007). Risk assessment for juvenile justice: A meta-analysis. Law and Human Behavior31(5), 449–462. doi: 10.1007/s10979-006-9071-7
47.
ScrimgeourM.ScrimgeourD. (2007). Health care access for Aboriginal and Torres Strait Islander people living in urban areas, and related research issues: A review of the literature. Darwin, Australia: Cooperative Research Centre for Aboriginal Health.
48.
Sentencing Advisory Council. (2013). Comparing sentencing outcomes for Koori and Non-Koori adult offenders in the Magistrates' Court of Victoria. Melbourne, Australia: Author.
49.
ShepherdS. (2014). Finding color in conformity: a commentary on culturally specific risk factors for violence in Australia. International Journal of Offender Therapy and Comparative Criminology. Advance Online Publication. doi: 10.1177/0306624X14540492.
50.
ShepherdS. M. (2015). Criminal engagement and Australian culturally and linguistically diverse populations – Challenges and implications for risk assessment. Psychiatry, Psychology, & Law. Advance online publication. doi: 10.1080/13218719.2015.1053164
51.
ShepherdS. M.AdamsY.McEntyreE.WalkerR. (2014a). Violence risk assessment in Australian Aboriginal offender populations: A review of the literature. Psychology, Public Policy, and Law, 20(3), 281–293. doi: 10.1037/law0000017.
52.
ShepherdS. M.LuebbersS.DolanM. (2013). Gender and ethnicity in juvenile risk assessment. Criminal Justice and Behavior, 40(4), 388–408. doi: 10.1177/0093854812456776.
53.
ShepherdS. M.LuebbersS.FergusonM.OgloffJ. R. P.DolanM. (2014b). The utility of the SAVRY across ethnicity in Australian young offenders. Psychology, Public Policy, and Law, 20(1), 31–45. doi: 10.1037/a0033972.
54.
SinghJ. P. (2013). Predictive validity performance indicators in violence risk assessment: A methodological primer. Behavioral Sciences and the Law, 31, 8–22. doi: 10.1002/bsl.2052.
55.
SinghJ. P.YangS.MulveyE. P. (18). Reporting guidance for violence risk assessment predictive validity studies: The RAGEE statement. Law and Human Behavior, 39(1), 15–22. doi:10.1037/Ihb0000090
56.
TakahashiM.MoriT.KronerD. G. (2013). A cross-validation of the Youth Level of Service/Case Management Inventory (YLS/CMI) among Japanese juvenile offenders. Law and Human Behavior, 37(6), 389–400. doi: 10.1037/Ihb0000029.
57.
ThompsonA. P.McGrathA. (2012). Subgroup differences and implications for contemporary risk-need assessment with juvenile offendersLaw and Human Behavior, 36(4), 345–355. doi:10.1037/h0093930.
58.
ThompsonA. P.PopeZ. (2005). Assessing juvenile offenders: Preliminary data for the Australian adaptation of the Youth Level of Service/Case Management Inventory (Hoge & Andrews, 2006). Australian Psychologist, 40(3), 207–214. doi: 10.1080/00050060500243491
59.
UrquhartT. A., & ViljoenJ. L. (2014). The use of the SAVRY and YLS/CMI in adolescent court proceedings: A case law review. International Journal of Forensic Mental Health, 13(1), 47–61. doi: 10.1080/14999013.2014.885470
60.
VincentG. M., Paiva-SalisburyM. L., CookN. E., GuyL. S., PerraultR. T. (2012). Impact of risk/needs assessment on juvenile probation officers’ decision making: Importance of implementation. Psychology, Public Policy, and Law, 18(4), 549–576. doi: 10.1037/a0027186.
61.
WundersitzJ. (2010). Indigenous perpetrators of violence: Prevalence and risk factors for offending. Research and public policy series, 105. Canberra, Australia: Australian Institute of Criminology.
62.
ZubrickS. R.DudgeonP.GeeG.GlaskinB.KellyK.ParadiesY.ScrineC.WalkerR. (2010). Social determinants of Aboriginal and Torres Strait Islander social and emotional wellbeing. In PurdieN.DudgeonP.WalkerR. (Eds.), Working together: Aboriginal and Torres Strait Islander mental health and wellbeing principles and practice (pp. 75–90). Canberra, Australia: Commonwealth of Australia.
