Recasting transboundary fisheries management arrangements in light of sustainability principles : Canadian and international perspectives
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
Contents: Chapter 1: Recasting Transboundary Fisheries Management Arrangements In Light Of Sustainability Principles Part One: Understanding the International and Regional Transboundary Fisheries Management Context Chapter 2: The International Law and Policy Seascape Governing Transboundary Fisheries Chapter 3: Ecosystem and Precautionary Approaches to International Fisheries Governance: Beacons of Hope, Seas of Confusion and Illusion Chapter 4: Observations on Compliance and Enforcement and Regional Fisheries Institutions: Overcoming the Limitations of the Law of the Sea Part Two: Pacific Bilateral and Regional Case Studies Chapter 5: The Pacific Salmon Commission Chapter 6: Canada's Pacific Fisheries Agreements: Halibut, Hake, Tuna, and Salmon Outside 200 Chapter 7: The Western and Central Pacific Fisheries Commission: Management Challenges and Development Imperatives Part Three: Atlantic Transboundary Arrangements Chapter 8: Canada-United States Bilateral Fisheries Management in the Gulf of Main: Struggling Towards Sustainability Under the Radar Screen Chapter 9: Canada and St. Pierre and Miquelon Transboundary Relations: Battles and Bridges Chapter 10: NAFO and ICCAT: The Implementation of Sustainability Principles and Practices in the Management of Straddling Stocks and Highly Migratory Species Chapter 11: The North Atlantic Salmon Conservation Organization (NASCO): Surpassing a 25 Year Voyage in Transboundary Cooperation but Still Confronting a Sea of Challenges Part Four: International Scholarly Perspectives Chapter 12: Achieving Ecosystem Management Across Political Boundaries: Key Challenges during the Bargaining Process Chapter 13: Port State Jurisdiction to Combat IUU Fishing: The Port State Measures Agreement Chapter 14: The Northeast Atlantic Fisheries Commission and the Implementation of Sustainability Principles: Lessons To Be Learned? Chapter 15: The Role of the European Union in Regional Fisheries Organizations Chapter 16: Performance Reviews of Regional Fisheries Management Organizations Chapter 17: Allocation of Fishing Opportunities in Regional Fisheries Management Organizations: From Power to Law? Conclusion Chapter 18: Challenges and Future Directions in Transboundary Fisheries Management: Concluding Reflections
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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 | 0.000 | 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 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.008 | 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