Changes in Risk Profiles: Latent Transition Analysis of Youth on Probation

IF 2.1 3区 心理学 Q1 CRIMINOLOGY & PENOLOGY Criminal Justice and Behavior Pub Date : 2023-10-20 DOI:10.1177/00938548231206537
JoAnn S. Lee, Carl E. Appleton, Olivia K. Stuart
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Abstract

We use a person-centered approach to examine how patterns of risk and protective factors can change among youth on probation ( N = 7,024). Data were collected using the Youth Assessment and Screening Instrument. We used latent transition analysis to identify distinct subgroups at intake and exit; estimated probabilities of moving between groups; and examined recidivism rates. We selected the model with five groups and found that the groups at intake and exit were similar. We characterized the groups in order of declining risk: Highest Risk, Social Drug Risk, Individual Risk, Drug Risk, and Low Risk. Youth were most likely to move out of the Highest Risk group and most likely to stay in the two lowest risk groups. Common transitions yielded improved recidivism rates. This knowledge can inform case plans that will increase young people’s likelihood of moving into a lower risk group, thereby improving recidivism rates.
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风险概况的变化:缓刑青少年的潜在转变分析
我们使用以人为中心的方法来研究缓刑青少年的风险模式和保护因素如何变化(N = 7024)。使用青少年评估和筛选工具收集数据。我们使用潜在转变分析来确定不同的亚群在入口和出口;组间移动的估计概率;并检查了累犯率。我们选择了五组模型,发现进、出组相似。我们按照风险递减的顺序来描述这些群体:最高风险、社会药物风险、个人风险、药物风险和低风险。年轻人最有可能离开最高风险组,并最有可能留在两个最低风险组。共同的转变提高了累犯率。这方面的知识可以为案件计划提供信息,从而增加年轻人进入低风险群体的可能性,从而提高再犯率。
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来源期刊
CiteScore
4.00
自引率
4.80%
发文量
65
期刊介绍: Criminal Justice and Behavior publishes articles examining psychological and behavioral aspects of the juvenile and criminal justice systems. The concepts "criminal justice" and "behavior" should be interpreted broadly to include analyses of etiology of delinquent or criminal behavior, the process of law violation, victimology, offender classification and treatment, deterrence, and incapacitation.
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