Municipal entrepreneurialism: Can it help to mobilize resource‐dependent small communities away from path dependency?
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
Small resource-based communities across Canada are experiencing rapid change within a volatile, fluctuating global economy. As communities seek to diversify their economies, they are enduring complex provincial and federal neoliberal policy environments that offer fewer funding resources while offloading more responsibilities onto local governments. Drawing upon the case studies of Burns Lake, British Columbia and Grand Falls-Windsor, Newfoundland and Labrador in Canada, we explore how small municipalities are using municipal enterprises to generate revenue and assets that may lead to new economic pathways. Our findings suggest that municipal entrepreneurial strategies are producing mixed success to break from past forest-sector dependencies. These small municipalities still struggle with developmental and operational risks, as well as debates about whether to use revenues to meet new municipal responsibilities and increased demands on aging infrastructure and services versus transformative change.
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 | 0.005 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.003 | 0.002 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.001 |
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