BC political economy and the challenge of shale gas: Negotiating a post-staples trajectory
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
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.
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 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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