Tracing the unintended consequences of food safety regulations for community food security and sustainability: small-scale meat processing in British Columbia
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
In 2004, as a response to the discovery of Bovine Spongiform Encephalopathy in Canadian cattle and other food scares, the Province of British Columbia (BC) developed a comprehensive set of meat inspection regulations, increasing the requirements for food safety infrastructure. Through a series of interviews with farmers and stakeholders, we highlight some of the unintended consequences for community food security and sustainability that resulted from these stringent safety regulations in rural and remote communities in BC. These include the loss of meat production and processing capacities as well as the erosion of local food practices and traditions through the criminalisation of farm-gate sales. We suggest that food safety regulations intended to protect consumer health may result in negative effects for community food security and rural sustainability and that these consequences should be accounted for when developing food policy.
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 | 0.000 | 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 | 0.001 |
| 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