Green Planet Blues: Environmental Politics from Stockholm to Johannesburg
Bibliographic record
Abstract
Introduction: Three Decades of Global Environmental Politics, Ken Conca and Geoffrey D. Dabelko Part One: The Debate at Stockholm The Limits to Growth, Donella H. Meadows, Dennis L. Meadows, Jorgen Randers, and William W. Behrens Environment and Development: The Case of the Developing Countries, Joao Augusto de Araujo Castro The Tragedy of the Commons, Garrett Hardin No Tragedy on the Commons, Susan J. Buck The Scarcity Society, William Ophuls Part Two: Ecology and the Structure of the International System Rethinking the Ecology-Sovereignty Debate, Ken Conca Stuck in the Mud? Nation-States, Globalization, and Environment, Lyuba Zarsky Fight for the Forest, Chico Mendes (with Tony Gross) Kenya's Green Militant: An interview with Wangari Muta Maathai, Ethirajan Anbarasan Think Locally, Act Globally? The Transnationalization of Canadian Resource-Use Conflicts, Mary L. Barker and Dietrich Soyez Politics Beyond the State: Environmental Activism and World Civic Politics, Paul Wapner Part Three: The Prospects for International Environmental Cooperation Multilateral Environmental Agreements: A Summary, United Nations Environment Programme Perspective on the Johannesburg Summit, James Gustav Speth A Participatory Approach to Strategic Planning, Richard E. Bissell Excerpt from The Jo'Burg Memo: Fairness in a Fragile World, Henri Acselrad, Farida Akhter, Ada Amon et al Skinning Scientific Cats, Sheila Jasanoff Part Four: Institutions as Though the Earth Mattered Presentation to the WTO Symposium, Tony Juniper Environment and the Trading System: Picking up the Post-Seattle Pieces, Daniel C. Esty World Bank's Environmental Reform Agenda, Frances Seymour and Navroz K. Dubash Expanding the Capital Stock, Ismail Serageldin and Andrew Steer Report and Findings on the Qinghal Project, World Bank Inspection Panel Part Five: The Sustainability Debate Towards Sustainable Development, World Commission on Environment and Development Whose Common Future? Larry Lohmann Sustainable Development: A Critical Review, Sharachchandra M. Lele Walking the Talk: The Business Case for Sustainable Development, Bjorn Stigson How Much Is Enough? Alan Durning Part Six: From Ecological Conflict to Environmental Security? Environmental Scarcities and Violent Conflict: Evidence from Cases, Thomas F. Homer-Dixon The Case Against Linking Environmental Degradation and National Security, Daniel Deudney The Human Dimensions of Environmental Insecurity, Adil Najam For Whose Benefit? Redefining Security, Somaya Saad The Violence of Development, Balakrishnan Rajagopal Part Seven: Ecological Justice Two Agendas on Amazon Development, Coordinating Body for the Indigenous Peoples' Organizations of the Amazon Basin (COICA) Coercing Conservation, Nancy Lee Peluso Women, Poverty, and Population: Issues for the Concerned Environmentalist, Gita Sen Footprints and Milestones: Population and Environmental Change, United Nations Population Fund
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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 | 0.001 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.005 | 0.003 |
| Scholarly communication | 0.012 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.035 | 0.008 |
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".