Revisiting debates over China’s proposed Antarctic specially managed area at Dome A: a test of consistency for the Antarctic Treaty System
Bibliographic record
Abstract
Abstract Facing the challenges arising from climate change and biodiversity loss, the tool of protected areas has been gaining increasing attention. This phenomenon is similarly observed in the Antarctic. At this critical juncture, revisiting the practice of the Antarctic Treaty System in relation to the Antarctic Specially Managed Area (ASMA), particularly China’s proposal to designate an ASMA at Dome A in 2013, will be valuable. This paper compares several key features of existing ASMAs, including their management plans, and reviews the debates on China’s proposal since 2013. Three dilemmas of the Antarctic Treaty System are observed, and thorough analyses are conducted. This paper argues that China’s proposal fully complies with the rules of the Environmental Protocol, and safeguarding and promoting consistency in the application and interpretation of the rules of the Antarctic Treaty and its Environmental Protocol should be the top priority for the Antarctic Treaty System.
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How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
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.
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 teacher head, 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".