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Record W1561835192

Indigenous Lands and Constitutional Reform in Australia: A Canadian Comparison

2011· article· en· W1561835192 on OpenAlexaboutno aff
Margaret A. Stephenson

Bibliographic record

VenueSSRN Electronic Journal · 2011
Typearticle
Languageen
FieldSocial Sciences
TopicEnvironmental law and policy
Canadian institutionsnot available
Fundersnot available
KeywordsIndigenousConstitutionProject commissioningPublishingContext (archaeology)LawIndigenous rightsPolitical scienceLand rightsBill of rightsNorthern territoryHuman rightsSociologyGeographyEthnologyArchaeology
DOInot available

Abstract

fetched live from OpenAlex

With a sentiment currently growing in Australia that the Constitution requires updating to echo the actuality of Australia in the 21st century, it is timely to reflect on the constitutional recognition of the rights of the Aboriginal and Torres Strait Islander peoples. Recognition of Aboriginal and Torres Strait Islander peoples in Australia's Constitution will provide the foundation for their future participation in the Australian nation. At present, no constitutional protection is afforded to the rights (including land rights) of the Aboriginal and Torres Strait Islander peoples in the Australian Constitution. The area of recognition and protection upon which I will focus in this paper is that in relation to Indigenous rights and title to land. Various forms of recognition and purported protection for Indigenous rights have been included in various nations' constitutions around the world. One constitutional model that has been judicially interpreted as affording recognition and protection of Aboriginal rights to land is that contained in Part 11 of the Canadian Constitution Act 1982. It is this model that I will examine, so as to determine the appropriateness of adopting a version of it in the Australian context.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.003
metaresearch head score (Gemma)0.008
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.157
Threshold uncertainty score0.978

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0030.008
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0010.000
Bibliometrics0.0050.009
Science and technology studies0.0230.010
Scholarly communication0.0070.002
Open science0.0020.004
Research integrity0.0020.003
Insufficient payload (model declined to judge)0.0080.000

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.

Opus teacher head0.033
GPT teacher head0.300
Teacher spread0.268 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations1
Published2011
Admission routes1
Has abstractyes

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