Review of <i> Trails and Trials: Markets and Land Use in the Alberta Beef Cattle Industry, 1881-1948</i> By Max Foran
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
Max Foran's Trails and Trials does a superb job of filling a conspicuous gap in Alberta's agricultural history. By covering the period 1881-1948, the book extends the standard accounts of Alberta's ranching history well into the twentieth century. And it expands on traditional ranch history themes with its clear and consistent focus on the importance of cattle exports in relation to Canada's small domestic market and on the importance of markets in understanding land use change. Foran periodizes and organizes his story clearly. Each chapter follows a similar structure with sections and subsections describing major market and policy developments and their land use implications, making the book easy to use as a research source and keeping the reader attentive to key themes. The book's thoroughgoing documentation shows Foran's mastery of Alberta's historical record and will prove useful for future Great Plains historians.
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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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.001 | 0.002 |
| Open science | 0.001 | 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 it