Bibliographic record
Abstract
In 2017, the Saskatchewan Government implemented a new early case resolution program whereby weekend remand admissions cases for those remanded to the Saskatoon Correctional Centre were reviewed on Sunday by a Crown Prosecutor and Legal Aid weekend duty counsel. This early case resolution program, the Weekend Project, aimed to improve the number of meaningful first court appearances in Saskatoon on Mondays. The examination of short-term remand admissions and discharges at the Saskatoon Correctional Centre revealed that the average Monday discharge rate for those admitted on the previous Friday, Saturday, and Sunday increased to 31% during the treatment period of January 6 to May 31, 2017, from 18% during the control period of January 8 to May 31, 2016. In comparison, there were no statistically significant changes in the average Monday discharge rate for the Regina Correctional Centre, for which there was no weekend case review program. The results also suggest that up to 73 remand person-days were saved over the 18-weektreatment period in early 2017.
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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 | 0.005 | 0.016 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.003 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".