A Conceptual Comparative Analysis Between the British and the Canadian Mad Cow Crisis:The Cost of Learning
Bibliographic record
Abstract
On 20 March 1996, a date also known as “Black Wednesday” in the British beef industry, the British Secretary of State for Health announced that a possible link existed between Bovine Spongiform Encephalopathy (BSE) or “mad cow” disease and Creutzfeldt-Jakob disease (vCJD), the human variant of mad cow, thus creating environmental uncertainty in the food chain. In the two weeks after 20 March 1996, retail sales of beef products fell in excess of 33 per cent and continued to fall over the following month, clearly demonstrating the preliminary impact of the scare on the purchasing behaviour of British consumers. Massive media coverage about the uncertainty, the lack of information, and what the announcement really meant for food and public safety overtook the political agenda of the British beef industry. Other countries around the world, including Canada and members of the European Union, banned imports of British beef products. Major restaurant chains, including McDonald’s and Burger King, saw their sales decline.
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.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| 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".