Unsettling Food Security: The Role of Young People in Indigenous Food System Revitalisation
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
Official assessments of Canadian food security, which greatly inform policy and perception, paint an insufficient picture of the ways many Indigenous peoples, and in particular Indigenous children who are most impacted by food insecurity, actually experience and understand the problem. This article begins with a discussion of how these metrics neglect the vital connection between access to Indigenous food systems and Indigenous food security. To address the serious food insecurity experienced by Indigenous peoples, this connection must be acknowledged, and revitalisation of these food systems, which are damaged by settler‐colonial practices, must become a focus of the discourse and action. Indigenous elders believe children will be pivotal in revitalisation. In this spirit, this article traces experiential learning projects on revitalisation, in which young people unsettle the settler discourse of food security and take action in small but important ways.
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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 | 0.001 | 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 | 0.003 | 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