Social justice and women leaving prison: beyond punishment and exclusion
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Questions related to social justice are often considered frivolous or irrelevant in the context of people who come into conflict with the law. Young (1990, Justice and the politics of difference, Princeton University Press) has pointed to the importance of social justice, especially in societies where the dominant perspective of the privileged is regarded as neutral (and presumably fair), while others remain oppressed and excluded. We investigate the relevance of social justice in the treatment of women who are in prison. Based on more than a decade of practice and four years of research with women in one of Canada's federal prisons for women, we explore the question of social justice in the context of a recreation and leisure initiative whose aim is to assist women not only while they are incarcerated but most especially on release. The social recreation program is brought into the prison by a restorative justice community‐based organization. Men and women from the community come into the prison to recreate together and, in that context of natural conversation, relaxation and dialogue, Circles of support may develop. If a Circle is formed, volunteer members then follow the woman into the community and support her efforts to live as a participating citizen on release. The relevance of the work of Circles in furthering social justice within a system that, despite recent potentially innovative approaches to incarcerating women, has struggled to move beyond traditional practices of punishment and exclusion, which tend not to encourage strong and healthy community life, will be explored.
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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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| 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 it