Exploring the Charterâs Horizons: Universities, Free Speech, and the Role of Constitutional Rights in Private Legal Relations
Bibliographic record
Abstract
Universities have traditionally stood as bastions of academic freedom and forums for open discourse and free expression. In recent years, however, this role has been questioned in instances where university administrators have, either directly or complicity, denied students the opportunity to express certain viewpoints they deem “controversial”. This research paper explores whether a university, or its delegates, should be allowed to deny students access to campus facilities and resources solely on the basis of ideological viewpoint. The relevance of the Canadian Charter of Rights and Freedoms, statutory human rights provisions, and common law doctrines to the student-university relationship are explored in turn. It is argued that, notwithstanding the fact that universities may be “private” actors to whom the Charter does not directly apply, they are institutions invested with a public interest, and as such ought to be subject to special duties of non-discrimination.
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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 | 0.008 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.017 | 0.104 |
| Scholarly communication | 0.027 | 0.021 |
| Open science | 0.002 | 0.006 |
| Research integrity | 0.005 | 0.007 |
| Insufficient payload (model declined to judge) | 0.007 | 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".