Bibliographic record
Abstract
The creation of the University of Northern British Columbia (UNBC) remains one of the most important steps ever taken in Canada to promote teaching and research related to the Canadian North. Offi cially opened to great fanfare in August 1994 by Queen Elizabeth II, UNBC defi ed its early doubters, enjoyed marked success in initial student and faculty recruiting, and vaulted to the top of the list of small universities in Canada (fourth in the 2006 Maclean’s magazine annual rankings of primarily undergraduate universities). Student numbers grew steadily through its fi rst decade and new buildings were added to the country’s most impressive campus—the only degree-granting institution in the country specifi cally designed for a northern sett ing. By any measure, UNBC exceeded its founders’ dreams and emerged as a major player in northern and Aboriginal research. When the government of British Columbia announced in 1990 that it was planning to open a university in Prince George, skeptics across the country had a fi eld day. Prince George, aft er all, was the quintessential resource town, a ten-hour drive from the closest major city and known for producing more pulp and paper than any community in the world. The self-proclaimed “Capital of Northern British Columbia” had a reputation for fetid air, tense Aboriginal-newcomer relations, and an unstable, boom and bust economy. Skepticism soared when Canadian academics learned that the university was not intending to follow the “single campus” model popular across the country, but instead planned to build on the proposal outlined by Swedish academic Urban Dahloff for a distributed university. The president of Prince George’s College of New Caledonia, Charles McCaff ray, emerged as one of the principal supporters of the project, enraging college faculty members who repeatedly railed against the creation of the university and predicted its early demise. The preconditions for a failure in northern social and academic engineering seemed well placed. The success, and indeed the existence, of UNBC owe a great deal to its unique origins. Early in 1987, a public meeting was organized in Prince George. Proponents called for the creation of a university in the city, arguing
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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 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.017 | 0.002 |
| Scholarly communication | 0.010 | 0.002 |
| Open science | 0.002 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.214 | 0.043 |
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".