Integrated multisystem analysis in a mental health and criminal justice ecosystem.
Volume: 5
Issue: 1
Year of Publication:
Abstract summary
Patients with a serious mental illness often receive care that is fragmented due to reduced availability of or access to resources, and inadequate, discontinuous, and uncoordinated care across health, social services, and criminal justice organizations. This article describes the creation of a multisystem analysis that derives insights from an integrated dataset including patient access to case management services, medical services, and interactions with the criminal justice system.Data were combined from electronic systems within a US mental health ecosystem that included mental health and substance abuse services, as well as data from the criminal justice system. Cox models were applied to test the associations between delivery of services and re-incarceration. Additionally, machine learning was used to train and validate a predictive model to examine effects of non-modifiable risk factors (age, past arrests, mental health diagnosis) and modifiable risk factors (outpatient, medical and case management services, and use of a jail diversion program) on re-arrest outcome.An association was found between past arrests and admission to crisis stabilization services in this population (Nā=ā10,307). Delivery of case management or medical services provided after release from jail was associated with a reduced risk for re-arrest. Predictive models linked non-modifiable and modifiable risk factors and outcomes and predicted the probability of re-arrests with fair accuracy (area under the receiver operating characteristic curve of 0.67).By modeling the complex interactions between risk factors, service delivery, and outcomes, systems of care might be better enabled to meet patient needs and improve outcomes.Study Outcome
Source Link: Visit source
Statistics
Citations : Constantine R, Andel R, Petrila J, Becker M, Robst J, Teague G, Boaz T, Howe A. Characteristics and experiences of adults with a serious mental illness who were involved in the criminal justice system. Psychiatric Services. 2010;61(5):451ā457. doi: 10.1176/ps.2010.61.5.451.Authors : 8
Identifiers
Doi : 4SSN : 2194-7899