A matter of degree : private higher education in British Columbia and Alberta
Bibliographic record
Abstract
This study examines and compares two well-established private universities in their provincial environments: Trinity Western University (TWU) in British Columbia, and Augustana University College (AUC) in Alberta. Three questions were addressed. First, what were the conditions that enabled TWU and AUC to take root and flourish in their environments? Second, in what way and to what extent are TWU and AUC "private"? Third, how have TWU and AUC survived in their public environments on issues related to achieving degree-granting status, quality control, academic standards and public acceptance? The main finding to the first question is that both universities were established by the faith, perseverance and volunteer action of supporting memberships whose philosophy and beliefs were mainly incongruent with those of the public environment. Both universities were given recognition by politically conservative governments whose ideology extolled the virtues of private initiative. The main finding to the second question is that both universities were not "private" to nearly the same degree. While both universities are recognized for their academic quality by the postsecondary environment, TWU exhibits characteristics that are more distinctive and incongruent with the public environment in its faith-affirming beliefs, governance, financing, missions, academic frameworks, faculty, students and ethical standards. AUC, on the other hand, is far more "public-like" in these aspects, and is formally accountable to and part of the postsecondary education system of Alberta. The conclusion to the third finding is that TWU has depended on maintaining its distinctiveness and financial autonomy whilst maintaining recognition and acceptance by its environment in order to remain viable. AUC, by contrast, has depended on relinquishing much of its distinctiveness and autonomy in order to receive provincial support and recognition. These two cases illustrate that the idea of "private" as opposed to "public" universities should be viewed as a matter of degree rather than in absolute opposite terms.
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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 | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.008 | 0.003 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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".