From Boom and Bust to Regional Waves: Development Patterns in the Peace River Region, British Columbia
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
Many studies of rural and remote resource region development focus upon the stresses associated with economic booms or busts. But what happens in regionswhere, over time, the pattern has become one of on-going and alternating up-and down-swings in economic activity? Rather than coping with the pressures of growth or contraction at various times, communities must adapt to a perpetual state of readiness toreact and plan within a much more compressed timeline. We use the concept of “regional waves” to describe this new pattern of economic development and impact on remote rural regions. To explore this phenomenon, we draw upon the Peace River region of northeastern British Columbia, Canada, where the oil and gas industry has been well established for decades. We begin with a review of Staples Theory, and the challenges for local and regional economies associated with staples dependency and the staples trap. This is followed by the introduction of regional economic waves that are set against a context in which communities, as a result of neoliberal policies, are increasingly left on their own to react to the pressures of change. The paper goes on to examine howcommunities with limited capacities and service resources are reacting through innovative responses to the regional wave pattern. We review community innovation in response to four issues: infrastructure deficit, human and social service provision, services to industry, and housing. The discussion then highlights how this oil and gas frontier region has experienced rapid and alternating cycles of economic up-and down-swings; how these connect with the role of the private sector; the consequences of a neoliberal approach to development policy; and the demand for a new model of resource town development that addresses the need for ongoing readiness.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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