The impact of a community mental health initiative on outcomes for offenders with a serious mental disorder
Bibliographic record
Abstract
BACKGROUND: The Community Mental Health Initiative (CMHI) is mandated to assist offenders with serious mental disorders in their transition from institutions to the community, but this incorporates different styles of service. An important unanswered question is whether these are equivalent. AIMS/HYPOTHESES: Our aim was to compare outcomes for different intervention styles within the CMHI, a programme for serious offenders in prison who also have at least one major mental disorder. Our specific research questions were as follows: do outcomes differ according to whether offenders with mental health difficulties receive (1) clinical discharge planning only; (2) community mental health services only; (3) the combined services or (4) none, although meeting criteria for any CMHI service? METHODS: Survival analyses, controlling for variables with a significant effect on recidivism or return to prison, were used to test for differences in recidivism or return to prison rates between the intervention and no-intervention groups during a fixed follow-up period. RESULTS: Men receiving only community mental health services had a significantly lower risk of returning to custody and of recidivism than men receiving discharge planning alone or no community mental health service at all, even after controlling for potential confounders including age, number of previous imprisonments and number of previous community failures. The advantages were apparent within 3-6 months and sustained for up to 4 years. CONCLUSIONS/IMPLICATIONS FOR PRACTICE: Provision of specialised community mental health services for higher-risk male offenders with a mental disorder may reduce recidivism in the short and longer term - within 3 months and up to 4 years respectively. Statistical modelling also pointed to the need to include treatment for substance abuse and assistance in identifying stable accommodation and brokerage of community services among the interventions and services. Copyright © 2016 John Wiley & Sons, Ltd.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".