Rebuttal to the Correctional Service of Canada's Response
Bibliographic record
Abstract
"Writing on behalf of the Correctional Service Canada (CSC), Jonathan Smith and Henry de Souza suggest that CSC provides a variety of services to manage and prevent blood-borne and sexually transmitted infections. What they neglect to explain, however, is why the federal prison service has yet to implement prison needle and syringe programs (PNSPs) - contrary to over two decades of widely accepted evidence that these programs are effective and safe. PNSPs are listed among the United Nations Office on Drugs and Crime's (UNODC 2013) 15 interventions, to which Smith and de Souza refer, as an essential program, not an optional one. Thus, despite its claims, CSC is not "consistent" with the UNODC recommendations."
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 | 0.006 | 0.036 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.025 | 0.010 |
| Scholarly communication | 0.013 | 0.004 |
| Open science | 0.007 | 0.004 |
| Research integrity | 0.076 | 0.057 |
| Insufficient payload (model declined to judge) | 0.029 | 0.011 |
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".