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
Culinary Landmarks is a definitive history and bibliography of Canadian cookbooks from the beginning, when La cuisinière bourgeoise was published in Quebec City in 1825, to the mid-twentieth century. Over the course of more than ten years Elizabeth Driver researched every cookbook published within the borders of present-day Canada, whether a locally authored text or a Canadian edition of a foreign work. Every type of recipe collection is included, from trade publishers' bestsellers and advertising cookbooks, to home economics textbooks and fund-raisers from church women's groups.The entries for over 2,200 individual titles are arranged chronologically by their province or territory of publication, revealing cooking and dining customs in each part of the country over 125 years. Full bibliographical descriptions of first and subsequent editions are augmented by author biographies and corporate histories of the food producers and kitchen-equipment manufacturers, who often published the books. Driver's excellent general introduction sets out the evolution of the cookbook genre in Canada, while brief introductions for each province identify regional differences in developments and trends. Four indexes and a 'Chronology of Canadian Cookbook History' provide other points of access to the wealth of material in this impressive reference book
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 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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