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Record W4411704911 · doi:10.1163/22116001-03901004

Strengthening the Legal Framework for the Ocean-Climate Nexus? A Commentary on the ITLOS Advisory Opinion on Climate Change and International Law

2025· article· en· W4411704911 on OpenAlex
Cecilia Engler

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.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueOcean Yearbook Online · 2025
Typearticle
Languageen
FieldEnvironmental Science
TopicInternational Maritime Law Issues
Canadian institutionsDalhousie University
Fundersnot available
KeywordsAdvisory opinionNexus (standard)Climate changePolitical scienceLawInternational lawUnited Nations Convention on the Law of the SeaOceanographyPublic international lawGeologyEngineering

Abstract

fetched live from OpenAlex

Abstract for Scopus Indexing: On May 21, 2024, the International Tribunal for the Law of the Sea issued its historic Advisory Opinion on Climate Change and International Law. The Advisory Opinion was requested by the Commission of Small Island States on Climate Change and International Law, one of several initiatives by States frustrated by the slow pace of climate change negotiations, the ambition gap in climate action, and the inequitable distribution of risks. The Tribunal was asked to clarify the specific obligations of State Parties under the United Nations Convention on the Law of the Sea to prevent, reduce and control anthropogenic greenhouse gas emissions causing deleterious effects on the marine environment, and the specific obligations to protect and preserve the marine environment from climate change impacts and ocean acidification. The Advisory Opinion reaffirms the complementary but independent role of the law of the sea in addressing climate change, foregrounding an overlooked space for diplomatic and legal action. This article critically analyzes the Advisory Opinion, highlighting its contribution to the strengthening of the international legal framework governing the ocean-climate nexus and the missed opportunities to clarify the content of obligations to protect the marine environment from an ecological, economic, social and existential threat.

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.

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: Theoretical or conceptual · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.903
Threshold uncertainty score0.372

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 science0.0010.000
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 head0.029
GPT teacher head0.300
Teacher spread0.271 · 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