The international legal régime for the protection of the stratospheric ozone layer : international law, international régimes and sustainable development
Bibliographic record
Abstract
List of Abbreviations. List of Cases. List of Diagrams and Tables. Acknowledgements. About the Author. Foreword. Introduction. Part I: International Legal Regimes. I. International Environmental Regimes. Part II: The International Treaties for the Protection of the Ozone Layer. II. The 1985 Vienna Convention for the Protection of the Ozone Layer and Principles of Modern International Environmental Law. III. The Historical Evolution of the International Cooperative and Regulatory Regime for the Protection of the Stratospheric Ozone Layer: The Internationalisation of ODS Regulatory Measures and National Implementation and Enforcement of the Ozone Treaties. Part A: The Development of the International Regulations to Control ODSs in the Montreal Ozone Protocol Regime. I. Introduction. II. The Montreal Protocol Negotiation: Preparation of the Protocol on the Protection of the Ozone Layer Within UNEP. III. International Legal Regulation of Specified ODSs Under the Montreal Protocol. IV. The Development of the International Cooperative and Regulatory Ozone Regime: The Evolution of Control Measures and Other ODSs-Related Issues. Part B: The National Implementation of the International Treaties for the Protection of the Ozone Layer. I. Introduction. II. National Implementation and Enforcement of the International Ozone Treaties. III. Conclusions: Looking Ahead. Part III: The Ozone Regime, and the GATT/WTO Trade Law Regime. IV. The Montreal Ozone Protocol Regime and the International Trade Law Regime of the GATT/WTO. Part IV: The Compliance System of the Montreal Protocol. V. The Montreal Non-Compliance Procedure and the Functions of the Internal International Institutions. VI. The Financial Mechanism of the Montreal Protocol and the International Transfer of Ozone-Friendly Technology: Capacity Building in the Ozone Regime. Part V: Conclusions. VII. The International Legal Regime for the Protection of the Ozone Layer. Appendices. Bibliography. Index.
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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 | 0.005 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.004 | 0.009 |
| Science and technology studies | 0.002 | 0.003 |
| Scholarly communication | 0.008 | 0.006 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.087 | 0.035 |
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".