Gaps, Issues, and Prospects: International Law and the Protection of Underwater Cultural Heritage
Bibliographic record
Abstract
The protection and preservation of underwater cultural heritage is becoming an increasingly important issue as technologies develop which allow for its exploitation. The UNESCO Convention on the Protection of Underwater Cultural Heritage ("UCH Convention") is an important step in the international regulation of this resource. This paper examines the theoretical and historical antecedents of the UCH Convention, and outlines the Convention's most significant provisions. Specifically, this paper examines how the UCH Convention protects underwater cultural heritage in six areas: internal waters, the territorial sea, the contiguous zone, the exclusive economic zone, the continental shelf, and the Area. This paper then examines the various concerns which arise from an analysis of the Convention, including the Convention's expansive definition of underwater cultural heritage and associated issues.
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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 | 0.009 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.005 |
| Science and technology studies | 0.009 | 0.031 |
| Scholarly communication | 0.020 | 0.019 |
| Open science | 0.002 | 0.007 |
| Research integrity | 0.010 | 0.008 |
| Insufficient payload (model declined to judge) | 0.010 | 0.001 |
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.
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".