What trauma-informed services and supports would men who experienced incarceration want to receive while in prison?
Bibliographic record
Abstract
Canada's correctional system houses a large number of men and women with mental health needs and drug and alcohol problems, many of whom experienced trauma in childhood or adulthood. The Correctional Service of Canada is responsible for providing healthcare for inmates sentenced to more than two years of incarceration, including addressing the growing mental health needs and addictions issues of this population. This research involved interviewing men who had experienced trauma and been incarcerated in the federal correctional system. The research question was: What trauma-informed services and supports would men who experienced incarceration want to receive while in prison? Although most men had not discussed trauma previously, they reported they would have been willing to speak to professional and other staff to address their unresolved trauma. The findings of this study suggest that Registered Social Workers be encouraged to incorporate Trauma-Informed Care when working with these men on release plans.
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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 | 0.000 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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 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".