Statehood, Canadian sovereignty, and the attempted domestication of Indigenous legal relations
Bibliographic record
Abstract
This chapter explores how the Canadian state attempts to displace the wealth of Indigenous legal relations in what is currently known as Canada. It focuses on the domestication of the historical treaties and the use of the Indian Act to consolidate Canadian statehood and its sovereignty at the direct expense of Indigenous laws and self-determination. The covenantal, permanent, and sharing approach outlined in holistic treaties with political, legal, and sacred status stands in stark contrast to an approach predicated on the Crown privileging written texts and grudging developments in Canadian common law. It is impossible to succinctly recount how Canada replaced Indigenous governance and took Indigenous lands in order to cement its own statehood and sovereignty. The Haudenosaunee Confederacy has had a ‘Two Row Wampum’ treaty with imperial and colonial governments for over 400 years. Canada’s approach to the treaties first recognized and then later renounced Indigenous laws about making and maintaining relations.
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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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.032 | 0.040 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| 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".