Chapter I.3 Implementing the precautionary approach for seabed mining: a review of state practice
Bibliographic record
Abstract
For years, exploration of seabed natural resources has been ongoing while exploitation in deep marine areas remained unrealistic due to land-based mineral availability and costs. However, mounting pressures from the green transition, climate change, and long-lasting fears of terrestrial minerals scarcity now bring exploitation prospects closer to reality. This has caused concern to a growing chorus of States, scientists, industries, NGOs, and parts of civil society due to the potential environmental and social impacts of these activities. As a result, the idea of a moratorium or ‘precautionary pause’ is gaining ground. Yet, an important number of interpretation and implementation issues of the United Nations Convention on the Law of the Sea (UNCLOS) and the 1994 Agreement remain to be answered as a means to move forward in accordance with international law. This multidisciplinary book, designed to become the essential handbook on the matter, provides a global overview of the national, regional, and international regulatory frameworks applicable to the exploration and exploitation of seabed minerals on the continental shelf and the Area, as well as the related state of the science on the matter. By presenting historical and geopolitical context crucial to understanding regulation evolution, the book equips readers with foundational legal and policy knowledge. It furthermore addresses contemporary and prospective issues and offers unique insights into regional and national practices, including non-Party States to UNCLOS. Chapter VI.1.4 of this book is freely available as a downloadable Open Access PDF at http://www.taylorfrancis.com under a Creative Commons [Attribution-Non Commercial-No Derivatives (CC-BY-NC-ND)] 4.0 license.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.002 | 0.006 |
| Scholarly communication | 0.007 | 0.005 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.009 | 0.003 |
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.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".