the percentage of people in a population who commit a criminal act
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what can low base rates lead to
increase false positive decisions
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what did the baxstrom and Dixon studies show
* few people reoffend * showed the inaccuracy of risk assessment predictions
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aspects of unstructured clinical judgment
* professional discretion and lack of guidelines * subjective= no specific risk factors & no rules about how risk decisions should be made * high variability between clinicians and cases
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actuarial prediction
* based on studies of offenders * more accurate than unstructured clinical judgement * cannot update risk based on behavioural change
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structured professional judgment
* guided by predetermined risk factors acquired through research * accuracy is still unclear * judgement of risk level is based on professional judgement
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what is a risk factor
measurable feature that predicts the behaviour of interest
childhood - first time they used drugs / first time they were arrested
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dispositional risk factor
* male/female * traits * criminal attitudes
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clinical risk factor
* substance use * mental health
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contextual risk factor
* the environment * access to weapons * proximity to victims * do they have a job? * are they in a stable relationship?
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two basic findings
* factors apply across all types of recidivism * factors apply regardless of mental disorder
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female offender differences In criminality:
* engage in less crime * arrested for different crimes * higher rates of conditional release * childhood victimization is more prevalent * mental disorders are more prevalent * more recidivism related to substance abuse
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gender specific factors for female offenders
* history of self injury * self esteem problems
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protective factors
* mitigate or reduce likelihood of negative outcomes such as aggression or delinquency * include: prosocial involvement, strong social supports, employment stability, positive social orientation, intelligence, strong attachment
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2 types of moderating effects
* categorical: gender, ethnicity * continuous: number of treatment sessions
* only provide probability statements about group data * evaluators don't agree on categorization of risk levels * measures might not generalize to other countries * language used can be interpreted differently by decision makers ( judges, jurors)
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desistance from Crime
* process of ceasing to engage in criminal behaviour * factors include: age, employment, and marital relations