Evolutionary Geography of a Mature Resource Sector: Shakeouts and Shakeins in British Columbia's Forest Industries 1980 to 2008
Why this work is in the frame
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Bibliographic record
Abstract
Abstract This study examines the evolutionary geography of British Columbia's forest industries during a period marked by volatility and decline. Conceptually, the study draws upon the industrial life cycle model, identifying the distinctive characteristics of resource industries during the transition to maturity and beyond. Empirically, the study focuses on industry population dynamics and employment change at a meso‐scale, to reveal changing organizational, industrial, and geographical structures of BC's forest industries during the study period. There are high levels of plant exits and in some sub‐industries also of entry, a decline in large integrated firms, and important shifts in core‐periphery characteristics.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 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