Identifying opportunities and hurdles for food security: a critical examination of the City of Edmonton's food and agriculture strategy
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
Local food has emerged as a popular social movement across much of the developed world. While many are quick to see it as a challenge to the dominant agri-food system, some critical social scientists caution against assuming its transformative potential. Using a case study of the development of a food and urban agriculture strategy in Edmonton, Canada, we explore both the transformative potential of local urban food initiatives and the hurdles faced in trying to move beyond maintaining the status quo. Utilising survey data and semi-structured interviews, we examine how citizens and stakeholders conceptualise sustainability and a more sustainable food system emerging in Edmonton, and identify the leverage points within these imaginings for long-term local food system transformation.
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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