Humane alternatives: Co-operative education at Stony Mountain Institute
Bibliographic record
Abstract
Although the International Covenant on Economic, Social and Cultural Rights states that education is a human right, there is limited access to university education at either provincial or federal carceral institutions in Canada. Inspired by the Inside-Out Prison Exchange Programme in the USA, the Walls to Bridges programme in Canada offers courses that bring campus enrolled and incarcerated students together to study behind the prison walls. In 2014, the University of Winnipeg faculty began teaching courses for credit at correctional facilities in the surrounding areas of Winnipeg as part of this programme. Two of the courses offered are focused on co-operatives. Based on a case study of higher education at Stony Mountain Institution (Manitoba), we support the claim that education on co-operatives in prison could shift the prison culture from “maintenance mode” to a “community correctional mode” and would facilitate the development of co-operatives that support people inside the prison and in the community, post-release.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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".