Supporting people with an acquired brain injury (ABI) involved in the criminal justice system: justice and allied health professionals’ insights
Bibliographic record
Abstract
Concerning rates of acquired brain injury (ABI) among adults and young people involved in the criminal justice system raise questions about support needs and issues that they face within, and at the juncture between, community-based service systems and criminal justice systems. Data from two studies in Victoria Australia, between 2015 and 2021, highlight key issues that experienced professionals identify as contributors to the repeated cycling through the criminal justice system of people living with an ABI. Systemic issues including poor ABI-literacy; failure to identify, assess or diagnose an ABI (especially among young people); insufficient specialist ABI services; inadequate care coordination and holistic, ongoing community support; and poor integration and information-sharing between custodial and community-based services lead to inappropriate and indifferent responses and attitudes. Our findings, discussion and recommendations provide insights to assist justice and allied health professionals, and to policymakers to thwart patterns of entrenchment in the criminal justice system.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".