Indigenous Peoples in Commonwealth Countries: The Legacy of the Past and Present-day Struggles for Self-determination
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
Abstract Although the UK has no indigenous peoples as understood by the UN, its earlier colonial policies in Africa, the Americas, Asia and the Caribbean have had consequences for today’s first peoples Colonial policies that deprived the native populations of their lands, resources and self-determination were generally pursued by the independent states that came in their wake. Today the world’s indigenous peoples are looking to bring to an end their colonial-type situations and re-establish control over their lands and futures. After more than 20 years, the United Nations adopted a Declaration setting out the rights of indigenous peoples, but several Commonwealth countries were unrelenting opponents. This article looks at the colonial heritage as it affects indigenous peoples in the Commonwealth countries, some of the contemporary struggles and situations that have marked the last years, and tries to understand why countries such as Australia, Canada and New Zealand were the last to accept that indigenous peoples had a right to self-determination.
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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 | 0.002 | 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 | 0.006 | 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