Shifting Foundations in a Mature Staples Industry: a Political Economic History of Canadian Mineral Policy
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
As noted by Hutton, a new or post-staples political economy might be characterized as one that includes severe pressures on the resource sectors, public concerns about adverse ecological impacts of industrial activity, rapid shifts in the economy specifically toward the tertiary sector with industrial regional growth, and a decline of smaller resource communities. Significant international changes would also be present, including the economic integration of markets, networks and services. In the past quarter century, such characteristics certainly applied to Canada’s mineral industry. The industry reacted in various ways to fluctuating economic cycles, new competition, uncertainty in land access for exploration, and the indifference of a primarily urban public frequently more concerned with the industry’s environmental impacts than economic contributions. A decline in the size and number of mining-dependent communities and lower levels of direct employment in mining operations contributed to the industry’s decreasing influence on public agendas. This raises the question about whether we are now experiencing a diversification of the Canadian economy accompanied by a diminishing mineral sector—a reflection of the emergence of a post-staples economy or simply a declining mature resource staple industry.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.001 |
| 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