Food sovereignty and farmland protection in the Municipal County of Antigonish, Nova Scotia
Bibliographic record
Abstract
This case study of the Municipal County of Antigonish (MCA) in the Canadian province of Nova Scotia assessed the extent to which agricultural land use planning accommodates those societal interests seeking to embed food sovereignty at the municipal level. Data were collected through content analysis of legislative documents, key informant interviews, and a review of the grey literature. Results suggest that the relatively weak municipal planning system in place prioritizes private interests over the public interest in farmland protection. The resultant gaps in the legislative setup in the MCA further reveal that food sovereignty actors and/or ideas have little influence over municipal governance of farmland protection. Broader historical and contemporary trends in Nova Scotia and Canada at large suggest that farmland will continue to lose ground to forces intrinsic to the dominant policy paradigm of market liberalism. Concluding thoughts call for “bringing back the (Canadian) state” itself as central to constituting a new agricultural policy paradigm.
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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 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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".