Bibliographic record
Abstract
Prisons present a special context for the interpretation of constitutional rights, where prisoner complaints are pitched against the justifications of prison administrators. In the United States, the history of prisoner rights can be told as a story of the ebb and flow of judicial willingness to defer to the expertise-infused claims of prison administrators. Deference is ostensibly justified by a judicial worry that prison administrators possess specialized knowledge and navigate unique risks, beyond the purview of courts. In recent years, expansive judicial deference in the face of “correctional expertise” has eroded the scope and viability of prisoners’ rights, serving to restore elements of the historical category of “civil death” to the legal conception of the American prisoner. In Canada too, courts have often articulated standards of extreme deference to prison administrators, both before and after the advent of the Charter of Rights and Freedoms, and notwithstanding that the Charter places a burden on government to justify any infringement of rights. Recently, however, two cases from the Supreme Court of British Columbia mark a break from excessive deference and signify the (late) arrival of a Charter-based prison jurisprudence. In each case, prisoner success depended on expert evidence that challenged the assertions and presumed expertise of institutional defendants. In order to prove a rights infringement and avoid justification under section 1, the evidence must illuminate and specify the effects of penal techniques and policies on both prisoners and third parties. The litigation must interrogate the internal penal world, including presumptions about the workings of prisoner society and conceptions of risk management.
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 | 0.015 | 0.035 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.001 |
| Science and technology studies | 0.015 | 0.064 |
| Scholarly communication | 0.016 | 0.015 |
| Open science | 0.002 | 0.018 |
| Research integrity | 0.010 | 0.010 |
| Insufficient payload (model declined to judge) | 0.008 | 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".