Towards a Genealogy of Academic Freedom in Canadian Universities
Bibliographic record
Abstract
In this dissertation, I take a genealogical approach (Foucault, 1977/1995, 1988-1990, 1971/1984a) to the study of the intellectually “free” subject through the analysis of selected academic freedom statement-events. Assuming academic freedom to be an institutionalized discourse-practice operating in the field of contemporary post-secondary education in Canada, I conduct a specific kind of cross-disciplinary, historico-theoretical research that pays particular attention to the productive nature and effects of power-knowledge. The intent is to disrupt academic freedom as commonsensical “good” and universal “right,” instead focussing on how it is that the academic subject emerges as free/unfree to think--and therefore free/unfree to be--through particular, effective, and effecting regimes of truth and strategies of objectification and subjectification. The study suggests how it is that academic freedom operates as a set of systemically agonistic practices and an autodestructive social programme (Foucault, 1977/1995; Gordon, 1980) that might only realize a different economy of discourse through the contingent nature of the very social power that produces it.
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 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 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".