“It All Comes Down to Drucker”: Dilemmas of Anthropological Evidence in <i>The Nuchatlaht v British Columbia</i>
Bibliographic record
Abstract
Abstract This paper is an analysis of the anthropological evidence used in The Nuchatlaht v British Columbia. I address how this evidence was interpreted, argued over, and ultimately understood by the court in a way that did not support a finding of Aboriginal title. I examine this evidence against the requirement of the test for Aboriginal title in Canadian law. This test focuses on exclusive ownership and sufficient use and occupation before 1846. Canadian courts have said that Aboriginal title is a unique legal concept that blends the common law and Aboriginal perspectives. The Nuchatlaht made a territorial argument. A territorial approach to Aboriginal title is based on the recognition of Indigenous jurisdiction over a territory. I argue that Canadian courts’ continuing emphasis on a site-specific use and occupancy approach shows that the test for Aboriginal title reflects common law concepts of property more than it reflects Indigenous law.
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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 | 0.049 | 0.106 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.008 | 0.009 |
| Science and technology studies | 0.027 | 0.055 |
| Scholarly communication | 0.021 | 0.008 |
| Open science | 0.005 | 0.008 |
| Research integrity | 0.007 | 0.011 |
| Insufficient payload (model declined to judge) | 0.005 | 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 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".