Conditions of Confinement in Nova Scotia Jails Designated for Men: East Coast Prison Justice Society Visiting Committee Annual Report 2021-2022
Bibliographic record
Abstract
This is the second Annual Report of the East Coast Prison Justice Society (“ECPJS”) Visiting Committee (“VC”).\nThe purpose of the ECPJS VC is to bring increased accountability and transparency to the Nova Scotia correctional system in light of human rights standards, domestic and international. While the Elizabeth Fry Society of Mainland Nova Scotia provides human rights monitoring of conditions of incarceration experienced by women and non-binary people in federal prisons and provincial jails in the Atlantic region, and the federal Office of Correctional Investigator provides further oversight of conditions in federal prisons, there is no comparable independent oversight of provincial correctional facilities, specifically the units reserved for men.1 The VC initiative, launched in 2020, represents our effort to fill this gap.\nThe core of the VC’s work involves engaging with prisoners in men’s units of Nova Scotia’s provincial correctional facilities to identify systemic concerns about conditions of confinement and then bringing these concerns to the attention of jail administration and the public, with the hope of producing systemic change. We also provide individualized non-legal advocacy, working with prisoners and correctional staff to resolve individual problems.\nFinally, we work actively with other organizations in the region to increase opportunities for incarcerated people to access legal advocacy in matters relating to conditions of confinement (e.g., solitary confinement) and other human rights while incarcerated. This is an ongoing challenge, as there is little publicly funded legal assistance available for prison law matters in Nova Scotia or the Atlantic region more broadly.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 0.001 |
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".