Aboriginal Title in the Canadian Legal System: The Story of Delgamuukw v. British Columbia
Bibliographic record
Abstract
Canada is grappling with legal issues surrounding indigenous property rights on a scale not seen in the United States since the mid-nineteenth century. Fundamental questions of fairness and justice related to indigenous peoples’ property rights are in flux in the province of British Columbia (B.C.) – an area the size of the states of California, Oregon, and Washington combined. The recognition of aboriginal rights in the Canadian Constitution in 1982 and recent judicial developments made it clear to the provincial government that nearly the entire province may be subject to aboriginal title claims. Consequently, the aboriginal nations and B.C. government have embarked on a treaty process to resolve conflicting interests, but not in the fashion utilized in the United States. In the U.S., treaties and agreements with Indian tribes generally resulted in the extinguishment of all indigenous property rights in sweeping terms. In addition, payment of compensation pursuant to the Indian Claims Commission process extinguished legal claims to lands taken previously without payment of compensation. To be sure, most of the roughly 300 tribes in the contiguous forty-eight states reserved homelands, or were moved to other areas set aside for their use and occupancy, and some retained extensive rights to access off-reservation wildlife resources. In British Columbia, however, no earlier treaties ceded aboriginal lands, and the provincial government has recognized that the “extinguishment” of aboriginal title is unacceptable to aboriginal nations. There are over sixty aboriginal nations engaged in forty-nine sets of negotiations with a stated goal of reconciling aboriginal rights and title with the fact the non-aboriginal people and governments are in Canada to stay. This chapter explores the foundation beneath the current negotiations.
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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 | 0.003 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.075 | 0.015 |
| Scholarly communication | 0.013 | 0.003 |
| Open science | 0.004 | 0.004 |
| Research integrity | 0.009 | 0.013 |
| Insufficient payload (model declined to judge) | 0.009 | 0.001 |
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".