Academic freedom in Canadian higher education: Universities, colleges, and institutes were not created equal
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
There has been substantial discussion, research, and debate about the role of academic freedom within higher education, primarily centered on the university model. Not as well documented or understood is the issue of academic freedom within colleges and institutes in Canada. In this paper, we examine the current state of academic freedom in colleges and institutes using a historical analysis of two Canadian provinces, British Columbia and Ontario. Beginning with an overview of academic freedom within universities, we then examine the development and evolution of colleges and institutes and discuss how or if academic freedom applies to them. We consider issues of collegiality, faculty engagement, and governance as they impact the concept and practice of academic freedom within these institutions. We also discuss the different origins, intents, roles, and governance models of universities in contrast to colleges and institutes, which are generally representative of the broader Canadian higher education landscape.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 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