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Record W4408816579 · doi:10.5194/oos2025-434

Bridging Boundaries: Implementing the BBNJ Agreement in the Mediterranean Sea and Its Synergies with the Barcelona Convention

2025· preprint· en· W4408816579 on OpenAlexaff
Berilsah Karan

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldEnvironmental Science
TopicInternational Maritime Law Issues
Canadian institutionsNatural Sciences and Engineering Research Council of Canada
Fundersnot available
KeywordsBridging (networking)ConventionMaritime boundaryPolitical scienceMediterranean seaMediterranean climateGeographyComputer scienceLawArchaeologyInternational lawComputer security

Abstract

fetched live from OpenAlex

The BBNJ Agreement represents a crucial milestone in international environmental governance, underscoring the significance of collective efforts in marine biodiversity conservation. This treaty addresses the urgent need to protect and sustainably manage marine biodiversity in areas beyond national jurisdiction (ABNJ), which cover almost half of the Earth’s surface. To date, only 1.8 percent of the high seas have been designated as Marine Protected Areas (MPAs) across the world's oceans; this figure is even more limited in the Mediterranean Sea. BBNJ Agreement provides a legal basis for establishing area based management tools ( ABMTs) and MPAs in ABNJs to foster such measures for effective protection of the marine environment in such areas. While the BBNJ Agreement sets a legal framework for establishing these measures, it upholds existing legal instruments, frameworks and relevant regional and sectoral bodies. There are several regional environmental agreements to regionally and synergistically implement programs and activities related to Multilateral Environmental Agreements dealing with marine environmental protection in different seas and oceans, starting from the Convention for the Protection of the Marine Environment and the Coastal Region of the Mediterranean (Barcelona Convention) 1976 as a first regional sample. With the adoption of the BBNJ Agreement, its relation to these regional agreements for establishing and utilizing such tools should be studied for effective implementation. The scope of this work is limited to the relationship between the Barcelona Convention and the BBNJ Agreement regarding the establishment and implementation of such measures by examining the ABMTs, including MPAs, under the general BBNJ regime, the Special Protected Areas under the Barcelona Convention, and mutual entry into force of these two regimes. In addition, this work examines which legal instrument should prevail in the case of the designation of MPAs in the ABNJ of the Mediterranean Sea.

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)0.002
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.483
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0020.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0010.000
Scholarly communication0.0010.000
Open science0.0010.002
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0020.000

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 head0.015
GPT teacher head0.266
Teacher spread0.251 · 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.

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
Published2025
Admission routes1
Has abstractyes

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Same topicInternational Maritime Law IssuesFrench-language works237,207