The human gateway: economic development planning, geographic knowledge, and British Columbia's Asia Pacific Initiative
Bibliographic record
Abstract
Since the 1980s, there has been strong economic growth in Pacific Asia, an increase in trade between the region and Canada, and corresponding shifts in British Columbia's economic base and international trade relationships.Facilitated by free trade agreements, these shifts in the political economy of the Pacific Rim have altered the conditions of regional economic development planning: increased inter-regional competition for capital has led to a growth in entrepreneurial planning strategies.This research explores strategies endorsed by BC's Ministry of Economic Development to capitalize on economic growth in Pacific Asia as articulated in a 2007 planning document called British Columbia: The Asia Pacific Initiative.The thesis notes how this document identifies citizen knowledge, particularly geographic and cultural knowledge, as a key competitive advantage for the province.It concludes that, as trade conditions shift, so too does the relationship between government and citizen knowledge in the planning process.
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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 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.005 |
| Science and technology studies | 0.018 | 0.010 |
| Scholarly communication | 0.012 | 0.003 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.017 | 0.001 |
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".