Review of <i>Canada's Wheat King: The Life and Times of Seager Wheeler</i>. By Jim Shilliday
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
The writing is fluid and simple, and each chapter, in true literary style, ends with either a commentary or a cliffhanger. The photographs are clear and well chosen, with a good balance of field and family, if perhaps too many of the Isle of Wight, and not enough of the farm where his work took him to fame. There are a few historical stumbles: for example, Shilliday's sketch of the 1885 Riel Rebellion paints it as an Indian uprising, contrary to recent scholarship such as Bill Waiser and Blair Stonechild's Loyal Till Death (1997), which portrays a clear distinction between Metis and Indian roles. But overall, Canada's Wheat King offers an entertaining and informative biography of a man who did much to promote agriculture on the prairies and Great Plains.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.004 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.005 | 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