Bankrupting Nature – Denying our Planetary Boundaries
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
Foreword 1. The Limited Environmental Capacity 2. Anders Wijkman - On politics in crisis 3. Johan Rockstrom - On science's role and responsibility 4. From Copenhagen to Durban 5. Respect The Planetary Boundaries 6. A Triply Green Revolution 7. The Critical Role of Energy 8. The Forgotten Issue 9. The Weapon of Doubt 10. The Greenhouse Effect 11. What Climate Denies Do Not Want To Know 12. The Arctic: Canary in the mine 13. Is Sweden a World Champion in Climate Policy 14. Getting the Economy Right 15. The Financial Sector: Ignoring The Risks 16. Growth's Dilemma 17. Toward A Circular Economy 18. How much is enough? 19. The Road Ahead Index
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 | 0.000 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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