Ending the Isolation: An Introduction to the Special Volume on Human Rights and Solitary Confinement
Bibliographic record
Abstract
Prisoners and their advocates in Canada and around the world have been calling attention to the harms and impact of solitary confinement for some time. What is significant about the current moment is that these calls seem to be achieving some traction, even as the use of solitary confinement grows across jurisdictions. This short piece introduces a special volume of the Canadian Journal of Human Rights which collects the writing of advocates and scholars from a range of disciplines (criminology, law, philosophy) who bring a variety of perspectives and methodologies to bear on the opaque correctional systems that hold human beings in isolation for prolonged periods of time. The work in this special volume examines experiences of solitary and prisoner resistance to it. Attending to points of continuity, as well as specificity of this practice across jurisdictions, contributors discuss and critique the persistence of solitary confinement in the face of reform efforts. In considering the potential for change through litigation, law reform, social movements, and acts of resistance, they envision a future without solitary confinement.
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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.002 |
| Science and technology studies | 0.007 | 0.006 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.004 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.017 | 0.003 |
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".