Northern British Columbia in an Era of Global Change
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article explores the profound transitions that are currently impacting northern British Columbia, a sparsely-populated, resource-rich region located in the province of British Columbia in western Canada. For over a century, the economy of this region has revolved around the production of natural resources such as timber and minerals. More recently, northern British Columbia has become a key transportation gateway and corridor connecting resources and markets in North America with Asia. The development of the Asia-Pacific Gateway and Corridor promised to bring prosperity and growth to communities across northern British Columbia. While this has certainly been the case in the larger transportation hubs in the region, smaller communities have struggled to realize the benefits of new transportation infrastructure such as the container port in Prince Rupert. Moreover, the proposed development of the Enbridge Northern Gateway Pipeline, which will link the Athabasca oil sands project in northern Alberta with resource markets in Asia, has divided the communities and inhabitants of northern British Columbia.
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 it