Sustainable development: perspectives from Canadian jurisprudence on First Nations' Aboriginal rights and title
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
First Nations across Canada have been in the courts for generations to protect their lands and societies. It will be argued in this paper that the resulting sui generis instantiation of Aboriginal title formulated in the courts reflects some of the more challenging aspects of sustainable development discourse. In this paper key Canadian court decisions will be examined to illustrate how the courts have addressed aspects of sustainable development in Aboriginal rights and title litigation, which are traditionally difficult to measure and implement. Indeed, these cases provide a window into how courts may implement sustainable development goals if these considerations become integrated into broader legal determinations, and provide insight what may become expected if deep sustainable development becomes accepted into dominant domestic legal and political systems.
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Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it