BC political economy and the challenge of shale gas: Negotiating a post-staples trajectory
Bibliographic record
Abstract
Shale gas, a type of natural gas extracted from shale rock deposits deep underground, is poised to become the latest in a long history of staples industries in the British Columbian economy. However, its development poses challenges for the future trajectory of BC’s economy and society. BC’s economy, values, and political imaginary have increasingly turned towards a post-staples trajectory based on economic diversification and a cultural shift towards environmental and cosmopolitan values. In considering what is at stake in the development of shale gas, we locate the industry in the historical context of BC’s economic, regulatory, and political transitions toward a post-staples society, and assess what political, environmental, and economic challenges arise from the disconnect between a staples industry and a post-staples society. We conclude that for shale gas development to be viable and profitable for BC’s economy, the industry must be regulated to ensure the benefits that accrue from shale gas development (in terms of revenue, sustainable employment, and stable northern development) further BC’s nascent post-staples trajectory of development.
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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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.005 | 0.005 |
| Scholarly communication | 0.006 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.004 | 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".