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Record W7006442059

Towards a dynamic approach to ocean management in the high seas : perspectives from the polar regions

2023· dissertation· en· W7006442059 on OpenAlexaboutno aff

Bibliographic record

VenueSkemman · 2023
Typedissertation
Languageen
FieldEngineering
TopicMarine Biology and Environmental Chemistry
Canadian institutionsnot available
Fundersnot available
KeywordsPolarInternational watersField (mathematics)Climate changeHigh resolution
DOInot available

Abstract

fetched live from OpenAlex

Marine ecosystems are exposed to increased cumulative pressures from manifold anthropogenic activities and climate change impacts.Despite the numerous international efforts to reverse biodiversity loss, such as the Kunming-Montreal Global Biodiversity Framework (GBF) negotiated under the auspices of the Convention on Biological Diversity (CBD) and the recently concluded negotiations on a new international legally binding instrument on the conservation and sustainable use of marine biodiversity beyond national jurisdiction (BBNJ), marine biodiversity continues to deteriorate.It remains largely unprotected, especially in areas beyond national jurisdiction (ABNJ).This indicates the failure of the current ocean governance systems and the ineffectiveness of existing management tools.Based on this hypothesis, the research aims to provide new perspectives for ocean management to adequately reflect the dynamics of marine ecosystems, which are inherent to it but also result from climate change impacts and human activities.As such, an extensive literature review, including the examination of relevant legal frameworks and relevant examples to provide a comprehensive overview of the current legal framework for the conservation of marine biodiversity applicable to ABNJ and how it reflects the dynamic characteristics of marine ecosystems, is undertaken.Two case studies from the Polar Regions which represent an innovative perspective for ocean management and governance approaches will complement the research.Accordingly, a number of relevant mechanisms that allow and provide for a more dynamic approach to ocean management in consideration of dynamic changes in the polar marine ecosystems are identified.Following the identification of gaps and opportunities in current ocean management and linking the different chapters of the research, the thesis provides key take-away messages unearthed through the research project.As such, the author concludes by highlighting that despite the remaining uncertainties of the legal framework and the largely insufficient ocean management system to efficiently protect and adequately react to rapid changes in the marine environment, international efforts, existing legal instruments, and management approaches from AWNJ and ABNJ provide a real opportunity to enhance ocean governance and management systems, generally but particularly in ABNJ.implementing interim measures to prevent unregulated fishing in the high sea portion of the CAO.Against this background, the negotiations were joined by other states interested in potential fishing activities within the area, -i.e., China, the EU, Iceland, Japan, and South Korea.Additionally, separate meetings of scientific experts on fish stocks in the CAO were held (Ibid.).Ultimately, a draft agreement was concluded at the end of 2017, made available in 2018, and subsequently resulted in the adoption of the final CAOFA, which entered into force in 2021.

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: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.870
Threshold uncertainty score0.560

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 head0.007
GPT teacher head0.209
Teacher spread0.203 · 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 designObservational
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
Published2023
Admission routes1
Has abstractyes

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