Getting to Common Ground: A Comparison of Ontario, Canada’s Provincial Policy Statement and the Auckland Council Regional Policy Statement with Respect to Indigenous Peoples
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
Indigenous rights are crucial to contemporary land use planning and policy in settler states. This article comparatively analyzes the manifest and latent content of the 2014 Provincial Policy Statement of Ontario, Canada (PPS) and the 1999 Auckland Council Regional Policy Statement of Aotearoa New Zealand (ACRPS) in order to evaluate their relative capacity to recognize the rights of Indigenous peoples. While the results show that jurisdiction is an impediment to fostering common ground between Indigenous peoples and settler states, the authors conclude that the PPS and the ACRPS serve vital roles in building dialogue and equitable planning outcomes.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.001 | 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