Champions of democracy or agents of professionalization? The extension era at the universities of Toronto, Queen's, and McMaster
Bibliographic record
Abstract
I narrate a historical sociology of extension work undertaken at Queen's University, McMaster University, and the University of Toronto from the late 1800s through the early 1960s. University administrators positioned extension work as dedicated to the democratization of higher education. However, a critical analysis of archival data reveals that the rise and fall of extension reflected these universities' material interests and organizational goals relating to public relations, government relations, and enrollment growth. Further, extension programs at these universities were primarily oriented to providing alternative credential pathways to those seeking professional status as schoolteachers, accountants, bankers, and business managers. Indeed, extension leaders demonstrated substantial agency in the professionalization of these fields. Contributing to the historical sociology of higher education and the professions, I argue that the extension era in Ontario resulted in partial democratization of higher education whilst helping to construct mechanisms of social closure rooted in credentialism and professionalization.
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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 | 0.005 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 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".