Community Champions for Safe, Sustainable, Traditional Food Systems
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
Access to traditional Indigenous foods is a priority to improve food security and recognize the role of food in sustaining cultural and social connections. First Nations Health Authority (FNHA) is Canada's first province-wide, Indigenous-led health authority and delivers services in a community-driven manner. FNHA collaborated with First Nations to implement a Community Champion model, whereby each Nation could identify an individual who worked in food programming to attend a train-the-trainer workshop on safe food preservation methods. The Champions then took this knowledge, along with provided resources, to lead canning workshops in their home communities. Throughout the first year, a community of practice was nurtured, and a gathering of this community was held at the end of the first year. Nations were able to meet food safety considerations through interactive learning, and access to traditional Indigenous foods was strengthened. The Community Champion model supports capacity building and creates a community of practice.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 |
| 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 it