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Record W4408816165 · doi:10.5194/oos2025-738

Reconsidering Antarctic Marine Bioprospecting Governance in Light of the BBNJ Agreement

2025· preprint· en· W4408816165 on OpenAlexaff
Hope Elizabeth Tracey, Neil Craik

Bibliographic record

Venuenot available
Typepreprint
Languageen
FieldEnvironmental Science
TopicPolar Research and Ecology
Canadian institutionsBalsillie School of International Affairs
Fundersnot available
KeywordsBioprospectingCorporate governanceOceanographyEnvironmental sciencePolitical scienceEconomicsEcologyBiologyGeologyManagement

Abstract

fetched live from OpenAlex

The adoption of the BBNJ Agreement in June 2023 marks a pivotal moment in global ocean governance, introducing explicit and robust provisions for marine genetic resource (MGR) activity in areas beyond national jurisdiction under Part II. By addressing longstanding regulatory gaps, particularly in benefit-sharing and environmental stewardship, the BBNJ Agreement offers a critical framework for the sustainable and equitable management of marine bioprospecting. However, this progress is met with resistance from several Antarctic Treaty Consultative Parties (ATCPs), who assert that the Antarctic Treaty System (ATS) already provides a “competent” and “comprehensive” framework for managing marine biological diversity in the Antarctic Treaty Area (ATA), which encompasses most of the Southern Ocean. These claims, part of a two-decade narrative positioning the ATS as the “appropriate” framework for bioprospecting governance, now intersect with the BBNJ Agreement’s mandate under Article 5(2) to avoid “undermining” existing regional instruments.This presentation critically examines whether the BBNJ Agreement’s provisions for MGR governance genuinely threaten to undermine the ATS or, conversely, serve to bolster its ambiguous and underdeveloped regulatory framework. First, it dismantles the ATS’s claims of comprehensiveness, highlighting the absence of explicit rules governing bioprospecting and the system’s reliance on weak and poorly complied with default rules/mechanisms. Second, it situates the ATS within the broader regime complex, which includes overlapping international frameworks such as the United Nations Convention on the Law of the Sea (UNCLOS), the Convention on Biological Diversity (CBD) with its Nagoya Protocol, and the Trade-Related Aspects of Intellectual Property Rights (TRIPS) Agreement. This analysis demonstrates that the ATS operates as one of many relevant regimes, challenging its assertation of exclusive competence over bioprospecting in the region. Finally, the presentation argues that the BBNJ Agreement’s provisions – particularly on benefit-sharing and transparency – would complement and enhance the ATS’s governance, rather than undermine it. By integrating these global standards into regional governance, the Southern Ocean could benefit from a more cohesive and equitable approach to MGR management. This analysis underscores the urgency of moving beyond isolated governance claims and embracing a more integrated framework, ensuring that Antarctic genetic resources are managed sustainably and fairly in line with evolving international legal norms.

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 machine prediction

Teacher imitation

Not calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.

metaresearch head score (Codex)0.017
metaresearch head score (Gemma)0.016
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.053
Threshold uncertainty score0.106

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0170.016
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.001
Bibliometrics0.0010.001
Science and technology studies0.0060.011
Scholarly communication0.0180.007
Open science0.0020.009
Research integrity0.0080.010
Insufficient payload (model declined to judge)0.0030.001

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 head0.025
GPT teacher head0.250
Teacher spread0.225 · 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 source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreOther

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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