Place Identity in a Resource‐Dependent Area of Northern British Columbia
Bibliographic record
Abstract
Residents of northern British Columbia's resource‐dependent areas have struggled to maintain the integrity of their communities as nonlocal firms exert ever‐increasing influence over the region's resources and landscapes. Local leaders both construct and mobilize place as a vital part of their efforts to promote community well‐being. This study focuses on the ways that the residents of three towns in the province's northern interior politicized place as a strategy for resisting the political influence and geographic designs of outsiders. The residents drew from their shared emotional response to powerlessness as a means of highlighting the inequities between insiders and outsiders, thereby generating a regional identity that calls into question the socioeconomic effects of resource industrialization in the north. In describing this dialectic between place making and economic restructuring, the article not only expands upon existing theory on place identity, but also contributes to a fuller understanding of the cultural geography of North America's resource‐dependent communities.
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How this classification was reachedexpand
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 | 0.002 | 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 | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".