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Record W4392590252 · doi:10.18357/bigr51202421801

Fluid Internationalisms: The Ocean as a Source and Forum of Indigenous International Law

2024· article· en· W4392590252 on OpenAlexaffvenue
Andrew Ambers, Rachel yacaaʔał George

Bibliographic record

VenueBorders in Globalization Review · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicArctic and Russian Policy Studies
Canadian institutionsFirst Nations University of CanadaUniversity of Victoria
Fundersnot available
KeywordsIndigenousPolitical scienceInternational lawOceanographyLawEnvironmental ethicsGeologyPhilosophyBiologyEcology

Abstract

fetched live from OpenAlex

To rethink ‘the international’ necessarily enables revisioning where sources of law can be located, how normative paradigms operate in situ, and which processes foster cultural, political, and legal principles. In grounding this international reorientation in the ocean and ocean thinking, this analysis offers a brief point of entry into the worlds of Indigenous internationalisms from a coastal, oceanic reference of analysis. We underline not only how the ocean is an international law forum for Indigenous internationalisms, but also how they are vibrant spaces that foster connections between kin and generate legal principles through the methodology of reading seascapes. Through this process, what follows is a submerging of particular ideologies of ‘the international’ and an emerging account of ‘the international’ that facilitates a dynamic transcendence of thinking and being beyond state-premised borders, international relations, law, and sovereignty. Understanding oceans as Indigenous international law fora, as sources of Indigenous legalities, as physical interpretive legal methodologies, and as the connective structures that foster deep connections within and beyond an Indigenous nation, brings us into a socio-legal geography that suspends restrictive, colonial visions of ‘the international’ for a vibrant oceanic future. Recognizing and affirming these oceanic connections contributes to reinscribing Indigenous sovereignty at the scales of individuals, nations, and international relations.

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 categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.964
Threshold uncertainty score0.709

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 studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.013
GPT teacher head0.357
Teacher spread0.344 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
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
Published2024
Admission routes2
Has abstractyes

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