Indigenous Rights, Political Mobilisation and Indigenous Control over Development: Natural-Gas Processing in Western Australia
Bibliographic record
Abstract
Since the early 1970s, there has been a trend towards growing formal recognition of indigenous rights in international forums and in many states with significant indigenous populations; Given that the continued possession and control of their ancestral lands is central to the survival and wellbeing of indigenous peoples, recognition of indigenous interests in land and sea has been central to the movement for recognition of indigenous rights. In the international arena, the principle of Indigenous Free Prior Informed Consent (lFPIC), which asserts that indigenous peoples must decide whether development occurs on their ancestral estates, and the nature of any development that does occur, has increasingly been reflected in international treaties and declarations, including the International Convention on Biodiversity (2002) and the UN Declaration on the Rights of Indigenous People (2007). At the national level, constitutional enactments or legislation providing for recognition of indigenous rights in land has been introduced in countries as diverse as Australia, Canada, New Zealand, the Philippines, Nicaragua and Colombia.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.003 |
| Scholarly communication | 0.003 | 0.002 |
| Open science | 0.000 | 0.002 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".