Evidence of Degrowth Values in Food Justice in a Northern Canadian Municipality
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
Our case study draws on emerging ideas of degrowth, showing how degrowth values and strategies may emerge where cities rely heavily on global food systems, and contributes to literature on food for degrowth in local contexts. Degrowth rejects the imperative of economic growth as a primary indicator of social wellness. A holistic understanding of wellness prescribes radical societal transformation, downscaling and decreasing consumption, strengthening community relationships and promoting resilience. Building on Bloemmen et al. (2015), we apply a holistic model of degrowth in a small-scale context, embedded within larger capitalist economies, to examine degrowth opportunities and constraints in Edmonton, Canada. Emergent themes in interviews reveal opportunities and challenges for local food for degrowth, by altering local food supplies, reducing food waste and decreasing consumption. We explore the role of social relationships in food justice work, increasing food knowledge, and building capacity for local, sustainable food production.
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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