Bibliographic record
Abstract
The middle section of this book focuses primarily on the Bannister brothers, members of the minor gentry who both critiqued settler colonialism and yet simultaneously promoted and made careers from it. John William Bannister settled in Upper Canada after being demobilized from the navy at the end of the Napoleonic wars. John William’s interaction with the Six Nations helped launch the long career of the Bannisters as supposed experts in Indigenous affairs. This chapter discusses the struggle of John Brant and his cousin Robert Kerr to have the Grand River headlands returned to the Six Nations, and the efforts of John William and Saxe Bannister to support a Brant–Kerr embassy to London to that effect. The chapter also discusses the involvement of both William Johnson Kerr, a descendant of Joseph Brant, and John William Bannister in the controversial colonial career of Robert Gourlay in Upper Canada. It concludes by exploring the commission of inquiry proposed by Saxe Bannister into British relationships with the Six Nations, and the related efforts of the Bannister brothers to broker Indigenous expertise for colonial positions.
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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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.011 | 0.001 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.274 | 0.046 |
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".