Bibliographic record
Abstract
In this updated edition of Treaty Talks in British Columbia , Christopher McKee traces the origins and development of treaty negotiations in the province. Through an examination of Native concerns, he analyzes conflicting points of view and suggests alternatives for achieving consensus. The new edition includes: an overview of the Supreme Court of Canada's 1997 decision in Delgamuukw, and the impact of that ruling on Native peoples' bargaining power and on government policy initiatives; a review of the Nisga'a Final Agreement and the main criticisms of the deal; a discussion of the main components of the Sechelt Agreement-in-Principle, and whether or not the agreement can guarantee certainty in land tenure regimes; and an analysis of the treaty-making process in the 21st century, focusing on the implications of a change in government in Victoria, territorial overlap among First Nations' treaty settlement lands, and the costs of treaty-making in the post-Nisga'a era. The second edition of Treaty Talks in British Columbia offers significant insights into an ongoing controversial topic.
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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 | 0.001 | 0.004 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.005 | 0.010 |
| Science and technology studies | 0.012 | 0.003 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.055 | 0.014 |
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".