Are all forgotten friends worthy of memory? The public history of biotechnology in Canada
Bibliographic record
Abstract
This chapter discusses the reception of Marquis wheat and spider goats at the Canada Agriculture and Food Museum as launching points, and traces the public historical reception of macro- and micro-biotechnology in Canada. It explores the national and local public historical contexts behind their exhibition and interpretation, including the role of science and museums in national identity and heritage formation. The chapter examines the celebration of Marquis wheat before returning to the troubled story of the spider goats. The reactions to representations of Marquis wheat and spider goats test the public historical reception of micro- and macro-biotechnologies. The celebration of Marquis wheat is an example of the untroubled meta-narrative of settler colonial expansion in which it is placed. The transgenic spider goats tell a very different cultural story about Canadian agricultural science from that of Marquis wheat and, as such, they represent a different narrative lineage.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.005 |
| Science and technology studies | 0.039 | 0.021 |
| Scholarly communication | 0.017 | 0.005 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.013 | 0.001 |
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 source (direct Gemma or distilled Codex), 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".