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Record W7028319765

Federalism & Native Hawaiian Claims: Toward an Equitable and Just Solution

2025· article· en· W7028319765 on OpenAlexaboutno aff

Bibliographic record

VenueeScholarship (California Digital Library) · 2025
Typearticle
Languageen
FieldArts and Humanities
TopicLibraries and Information Services
Canadian institutionsnot available
Fundersnot available
KeywordsSupreme courtSovereigntyNative HawaiiansFederalismState (computer science)IndigenousSelf-determinationDeclaration of independence
DOInot available

Abstract

fetched live from OpenAlex

This article discusses a hypothetical case: on behalf of the Native Hawaiian People as a whole, a group of Native Hawaiians has petitioned a Hawai’i State court seeking two declaratory rulings. First, a declaration that Native Hawaiians have not lost their inherent sovereignty as an indigenous people. Second, a declaration that Native Hawaiians collectively retain a beneficial interest in the former Crown Lands of Hawai’i. The article responds affirmatively to those requests, in the form of a draft opinion by a fictional Justice of the Hawai’i Supreme Court. Citing long settled U.S. federalism doctrine, the text explains that the State of Hawai’i possesses concurrent power with the United States to recognize the inherent sovereignty of Native Hawaiians, and to define the legal scope of that sovereignty as a matter of Hawai’i law. Relying upon exisiting Hawai’i legislation, exisiting Hawai’i Supreme Court precedent, and a similar doctrine developed by the Supreme Court of Canada, the text concludes that Native Hawaiians collectively retain a usufructary right in the remaining publicly-owned Crown Lands. Finally, this article envisions only incremental steps. It is intended and respectfully submitted without prejudice of any kind, conceptual or otherwise, to other, further theories of Native Hawaiian sovereignty and restorative justice.

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesScholarly communication, Insufficient payload (model declined to judge)
Consensus categoriesScholarly communication
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.911
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0090.024
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.001

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.

Opus teacher head0.044
GPT teacher head0.243
Teacher spread0.199 · 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; both teacher heads agree on what is shown here.

Study designTheoretical or conceptual
Domainnot available
GenreEmpirical

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

Citations0
Published2025
Admission routes1
Has abstractyes

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