Article 4: Indigenous Women in the Correctional System: Insights from Community Support Workers
Bibliographic record
Abstract
The purpose of the article is to present the insights used by support workers in the community who assist Indigenous women involved in the Canadian correctional system (e.g., social workers, addictions counsellors, cultural support workers). Recognizing the disproportionately high rates of incarceration and recidivism for Indigenous women within the Canadian context, the authors contend more must be done to support Indigenous women. The paper presents a qualitative arts-based study that examines support workers' experiences; specifically, navigating racists systems (i.e., corrections), engaging in accompaniment as an approach to support, and the significance of self-care. The discussion emphasizes a need for collective healing, with calls to: 1) Increase culturally-relevant services within the prison by developing and maintaining partnerships with outside agencies and Indigenous communities with women involved in corrections; 2) Reconsider the focus on rehabilitation, which is argued to be a mechanism of colonization; and 3) Create an Indigenous-women-centred place of healing.
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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 | 0.004 | 0.007 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.036 | 0.016 |
| Scholarly communication | 0.008 | 0.003 |
| Open science | 0.002 | 0.009 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.004 | 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".