Systematic Conservation Planning: A Better Recipe for Managing the High Seas for Biodiversity Conservation and Sustainable Use
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Abstract At the UN Conference on Sustainable Development in Rio in June 2012, world leaders committed to the conservation and sustainable use of marine biological diversity in areas beyond national jurisdiction (the high seas). Our analysis of gaps in high seas management indicates that a paradigm shift to a more systematic approach will be needed to safeguard high seas biodiversity from mounting threats. Experience from terrestrial and coastal areas indicates that a systematic approach to conservation planning and management can help to maintain ecosystem health and productivity while enabling sustainable use. Our analysis further demonstrates that the current legal regime on the high seas is insufficient to realize these objectives: management institutions have neither an adequate mandate for integrated planning nor the ability to effectively coordinate across multiple management regimes. We identify key elements for future high seas management and posit that a two‐pronged approach is most promising: the development of an improved global legal regime that incorporates systematic planning as well as the expansion of existing and new regional agreements and mandates. This combined approach is most likely to achieve the required ecosystem‐based, integrated and science‐based management that world leaders at Rio acknowledged should underpin ocean management.
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.
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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it