In the North, For the North: Post-Secondary Education in the Provincial North
Bibliographic record
Abstract
Abstract: For generations, promoters of northern political and economic development have emphasized the importance of post-secondary education. These northern advocates have lamented the absence or narrow scope of post-secondary institutions in the North. Canada is the only Circumpolar Nation without an Arctic university, and there is ample evidence that the region and the country are much the poorer for the lack of northern research, education and training capacity. It is not that Canadian institutions have ignored the region. Northern tier community colleges have played key and innovative roles in responding to regional needs. Southern universities have, through a variety of undergraduate, graduate and professional outreach programs, provided some degree options in the North. The University of the Arctic represents an innovative circumpolar effort to address northern needs across the Circumpolar North. Focusing on the University of Northern British Columbia, which opened in 1994, this paper demonstrates how responsive, regionally-aware post-secondary institutions can have transformative effects on their host communities and regions, and deals with some of the controversies surrounding the opening of the university.
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 | 0.002 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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".