Bibliographic record
Abstract
The 2005-2006 and 2006-2007 terms produced several noteworthy decisions in the area of administrative law, furthering administrative law jurisprudence in three key areas: the relationship between constitutional and administrative law, especially with respect to judicial review of exercises of administrative discretion that affect Charter rights and freedoms (Multani v. Commission scolaire Marguerite Bourgeoys); exclusive and concurrent jurisdiction (Tranchemontagne v. Ontario (Director, Disability Support Program) and Bisaillon v. Concordia University) and standard of review (Livis (City) v. Fraternite des policiers de Livis Inc. and Council of Canadians with Disabilities v. Via Rail Canada Inc.). Overall, there was a strong synergy between administrative law and human rights matters over the past two terms, with human rights issues driving many of the recent developments in the field.
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 | 0.014 | 0.020 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.008 | 0.009 |
| Scholarly communication | 0.021 | 0.005 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.015 | 0.015 |
| Insufficient payload (model declined to judge) | 0.004 | 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".