Bibliographic record
Abstract
Jemmy Jock Bird, the son of a Cree woman and an English trader employed by the Hudson's Bay Company, has become part of the mythology of the mountain man era. In this creative non-fiction account, Jackson meticulously reconstructs the life of this intriguing individual who was caught between opposing sides of a dual Métis heritage. Closely identified with the Cree and the Peigan, Bird's trading activities and undercover work as a "confidential servant" of the Hudson's Bay Company during the competitive period of the fur trade are explored using materials from the Hudson's Bay Company Archives, the Montana Historical Society, and Bird's descendants living on the American Blackfeet Reserve in Browning. As an interpreter, Bird was later instrumental in negotiating the 1855 Blackfoot peace treaty and the 1877 Canadian Treaty 7. Jackson steeps himself in the sparse documentation of the fur trade era to shed some much-needed light on Jemmy Jock Bird's adventurous career - one that straddled the international borders of the northern plains and mountain west and touched upon many aspects of western development.
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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 | 0.000 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.002 | 0.002 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.021 | 0.005 |
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".