Confronting Ecological and Economic Collapse
Bibliographic record
Abstract
Foreword Peter Brown Introduction Laura Westra Part 1: The Role and History of Integrity (From Grave Problems to Possible Reversals) Introduction Laura Westra 1. Why the Global Ecological Integrity Group? The Rise, Decline and Rediscovery of a Radical Concept Jack Manno 2. Environmental Norms in the Courtroom: The Case of Ecological Integrity in Canada's National Parks Shaun Fluker 3. The Future of the Common Heritage of Mankind: Intersections with the Public Trust Doctrine Prue Taylor 4. The Exploitation of Genetic Resources in Areas Beyond National Jurisdiction Tullio Scovazzi 5. Ecological Integrity in European Law? Agnes Michelot Part 2: Ecological Integrity and Basic Rights: The Interface Introduction Agnes Michelot 6. Lessons Learned From the Climate Change Disinformation Campaign About Responsible Scientific Skepticism Don Brown 7. Granting Development consent by specific legislative act: Choice to circumvent public participation and judicial control? The European Perspective Vicky Karageorgou 8. The Principles of Integration and Interrelationships in International Law related to Sustainable Development: Sobering Lessons from EU Law Owen McIntyre 9. Thinking about the Future of Global Water Governance Joe Dellapenna 10. How the UN Agencies contribute to the needs of the world. Focus on Gender Yuliya Lyamzina Part 3: From Disintegrity to Ethical Concern: Cases and Issues Introduction Prue Taylor 11. Key actors of the red sludge disaster in Hungary Janos Toth 12. Dollars and Dreams: Legal Aspirations and Report Cards in the Murray Darling Basin of Australia Janice Gray Part 4: Integrity and the Economy Introduction Prue Taylor 13. How Regulation of Finance Got it Wrong and How it Still Does Giovanni Ferri 14. Enhancing Global Regulation: Exploring Alternative Financial Machinery Michelle Gallant 15. Moving Forward with Planetary Boundaries and Degrowth Geoff Garver 16. The virtuous circle of Degrowth and Ecological Debt: a new paradigm for Public International Law? Noemie Candiago 17. Tobacco Wars, Analogies and Standards of Review in International Investment Arbitration Valentina Vadi Part 5: Moving Forward: New Approaches & Concluding Thoughts Introduction Beyond Collapse: Claiming the Holistic Integrity of Planet Earth J. Ronald Engel 18. The Project of Earth Democracy Peter Burdon 19. Dreaming the Universe: Contending Stories of Our Place in the Cosmos Joan Gibb Engel 20. Occupy Wall Street: The History and Potential of a Movement to Make a New World Possible Sheila Collins 21. Confronting Ecological and Economic Collapse: Ecological Integrity for Law, Policy and Human Rights: The Legacy of Rio+20 Saving the Commons from the Market Klaus Bosselmann 22. Confronting Collapse: Human Cognition and the Challenge for Economics William Rees Index
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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 | 0.000 | 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) | 0.016 | 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; both teacher heads agree on what is shown here.
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".