Indigenous men’s pathways to ‘living the right kind of life and walking the right path’ post incarceration in Canada: understanding the impacts of systemic oppression, and guidance for healing and (w)holistic sexual health
Bibliographic record
Abstract
Indigenous men around the world hold expertise over their own lives. Informed by this perspective, this study centres this experience to better understand what is needed to improve sexual health outcomes among a group of men with a history of incarceration. Semi-structured interviews were conducted with 10 Indigenous men with such a history. Through thematic analysis the study identified two major themes: 1) the impacts of systemic oppression; 2) the value of guidance in walking the right path. Men identified colonial trauma and the associated mental, physical, emotional and spiritual wounds stemming from systemic oppression as continuing to impact their wellbeing. Men also described the systems of support necessary to help guide them on their journeys through incarceration, rehabilitation and building strong and nurturing relationships. Findings from the study provide important guidance from Indigenous men for future more holistic sexual health intervention programming.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.017 | 0.008 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| 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".