Indigenous peoples’ human rights, self-determination and local governance – Part 2
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
Part 1 of this article explored the relevance of the United Nations Declaration on the Rights of Indigenous Peoples to the Aboriginal and Torres Strait Islander peoples of Australia, particularly the key principles of self-determination and free, prior and informed consent; how the international human rights framework applies in Australia; and Australia’s lack of compliance with it. Part One concluded by discussing the Uluru Statement from the Heart, presented to all the people of Australia in 2017, and how it marked a turning point in the struggle for recognition by Australia’s Indigenous peoples. Part 2 explores recent developments since the release of the Uluru Statement, especially at sub-national levels, in relation to treaty and truth-telling. It draws some comparisons with Canada and New Zealand, discusses the concept of coexistence, and presents a set of Foundational Principles for Parity and Coexistence between two culturally distinct systems of land ownership, use and tenure.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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