Bibliographic record
Abstract
Eagle Down Is Our Law is about the struggle of the Witsuwit'en peoples to establish the meaning of aboriginal rights. With the neighbouring Gitksan, the Witsuwit'en launched a major land claims court case asking for the ownership and jurisdiction of 55,000 square kilometers of land in north-central British Columbia that they claim to have held since before the arrival of the Europeans. In conjunction with that court case, the Gitksan and Witsuwit'en asked a number of expert witnesses, among them Antonia Mills, an anthropologist, to prepare reports on their behalf. Her report, which instructs the judge in the case on the laws, feasts, and institutions of the Witsuwit'en, is presented here. Her testimony is based on two years of participant observation with the Witsuwit'en peoples and on her reading of the anthropological, historic, archaeological, and linguistic data about the Witsuwit'en. In 1991, the judge who rendered the decision in the court case, known as Delgamuukw v. the Queen, dismissed the testimony of Mills and other anthropologists and ruled that the Witsuwit'en and Gitksan have no aboriginal title. This book contains the report that Mills rendered to the court. With its publication, the public can judge the quality of the expert opinion report for themselves. The report is introduced by Chief Gisdaywa (Alfred Joseph) of the Witsuwit'en, Chief Mas Gak (Don Ryan) of the Gitksan, anthropologist Michael Kew, and legal scholar Michael Jackson. A prologue by Mills describes the report in the context of the epic three-year court case, and an epilogue, also by Mills, describes what has happended in the provincial appeal and what the Gitksan and Witsuwit'en have done since the decision to further address the issues of aboriginal rights. “Eagle down is sacred among the Gitksan and Witsuwit'en peoples and is a symbol of peace. It is used to sanctify the beginning of our peacemaking process ... The Gitskan and Witsuwit'en have yet to use eagle down in their dealings with the Crown in Canada. [We] have been waiting almost two centuries to make peace with the Crown ... Eagle down gives us optimism. We have kept the eagle down for thousands of years because it works. Eagle down is our law.” - Mas Gak (Don Ryan)
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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 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.006 | 0.005 |
| Scholarly communication | 0.009 | 0.006 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.139 | 0.035 |
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".