The Bog‐like Ground on Which We Tread: Arbitrating Academic Freedom in Canada*
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Le sens de la liberté universitaire est en partie construit socialement au moyen de l'arbitrage. Cet article examine ce processus dans un contexte légal plus large et analyse les cas d'arbitrage de liberté universitaire les plus pertinents au Canada. Il étudie ce que nous révèle la construction sociale des arbitres concernant la liberté universitaire et comment les conditions conceptuelles et structurales de l'arbitrage influent sur son sens. The meaning of academic freedom is, in part, socially constructed through arbitration. This article examines that process in the larger legal context and analyses the most relevant Canadian arbitrations of academic freedom. It examines what the social construction by arbitrators tells us about academic freedom and how the conceptual and structural conditions of arbitration affect its meaning.
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.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.005 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.000 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.001 | 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 it