Challenges of the changing Arctic : continental shelf, navigation, and fisheries
Bibliographic record
Abstract
Setting the Context 1. Notes on Challenges of the Changing Arctic: Continental Shelf, Navigation, and Fisheries Liv Holmefjord 2. The Arctic and the Present Geopolitical Situation Hans Corell Part I Arctic Continental Shelf 3. The Arctic Continental Shelf and Its Evolving Morphologic Context Larry Mayer 4. The Law and Politics of the Lomonosov Ridge Michael Byers 5. The Delimitation of the Continental Shelf Beyond 200 Nautical Miles in the Arctic Ocean: Recent Developments, Applicable Law and Possible Outcomes Alex G. Oude Elferink 6. Probabilistic Risk Assessment: Concepts and Applications Dennis Bley Part II Arctic Continental Shelf Petroleum 7. Russia's Energy Policy in the Arctic Region and China's Opportunities Kuen-chen Fu 8. A Sustainable Approach to the Arctic Erik Haaland 9. Environmental Aspects of Hydrocarbon Exploration in the Arctic Stephen A. Macko Part III Arctic Shipping 10. Arctic Shipping - Still Icy Knut Einar Skodvin 11. Necessary Conditions for the Commercialization of Arctic Shipping Sung Woo LEE 12. Arctic Navigation: Recent Developments J. Ashley Roach 13. Comparison of Arctic Navigation Administration between Russia and Canada Leilei ZOU Part IV Other Arctic Related Topics 14. Finding Refuge in the Exceptional: Using Public Morality as a Basis for Managing Natural Resources in the Arctic Elizabeth Whitsitt 15. The Changing Arctic and an Adaptive Approach to the Protection of Arctic Marine Ecosystems Guifang (Julia) XUE and Yu LONG 16. Arctic Governance: Reflections on the Evolving Tableau of EU Law and Policy Measures Ronan Long 17. A Note on Arctic Ocean Regional Governance Ted L. McDorman Part V Changing Fisheries: Northeast Atlantic and Arctic Ocean 18. Changes in Distribution and Migration of Fish Stocks in the Northeast Atlantic Ocean Due to Climate Variations Johann Sigurjonsson 19. International Regulation of Central Arctic Ocean Fisheries Erik J. Molenaar 20. Assertion of Entitlement to Shared Fish Stocks Bjorn Kunoy Part VI Regional Fisheries Management: Agreements on Allocation of Shared Fish Stocks 21. Freedom of Fishing on the High Seas, and the Relevance of Regional Fisheries Management Organisations (RFMOs) Stefan Asmundsson 22. Allocation of Fishing Rights: Principles and Alternative Procedures Tore Henriksen 23. Managing Shared Migratory Stocks: the Case of the Atlantic Mackerel Rognvaldur Hannesson Part VI I Related Law of the Sea Issues 24. UNCLOS Dispute Settlement Regime and Arctic Legal Issues Robert Beckman 25. Russian Maritime Security Law along the Northern Sea Route: Giving Shape to Article 234 in the Law of the Sea Convention James Kraska 26. Comments on the Three-stage Approach of Maritime Delimitation Chuanxiang SUN
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 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 | 0.001 | 0.002 |
| Science and technology studies | 0.009 | 0.009 |
| Scholarly communication | 0.011 | 0.007 |
| Open science | 0.001 | 0.007 |
| Research integrity | 0.005 | 0.005 |
| Insufficient payload (model declined to judge) | 0.008 | 0.002 |
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".