The rise of the local food movement and its impact on rural economies: With examples from the Region of Durham
Why this work is in the frame
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Bibliographic record
Abstract
<p>Rural economies across North America continue to see the positive impacts of the rise of the local food movement and the evolution of the local food system. Local food is a fluid definition impacted by several factors. Government policy, geography and the personal relationships that develop between producer and consumer all play a part in shaping what is local. This has altered how consumers interact with the local food economy and has given rise to direct-farm marketing and agri-tourism as ways to participate in the local food system. Using examples from northern Durham Region, this paper examines how rural economies are impacted by the growing demand for access to local food and how that translates into direct impacts for the local economy. </p><p><strong>Keywords: </strong>local food, local food movement, rural economies, direct-farm marketing, food economy</p>
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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 | 0.000 |
| 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