Bibliographic record
Abstract
Figures and Tables Preface Introduction: The Roots of Moral Austerity in Environmental Policy Discourse Part I. Moral Principles and Environmental Policy: Basic Issues and Dilemmas Issue 1: Science as a Substitute for Moral Principles? Science as a Substitute for Moral Principle / Susan Buck Science Is No Substitute for Moral Principle / Robert Paehlke Issue 2: Environmental Justice without Social Justice? Why Environmental Thought and Action Must Include Considerations of Social Justice / Joel J. Kassiola Environmental Justice: Private Preference or Public Necessity? / Joe Bowersox Issue 3: Nature Has Only an Instrumental Value Sustainability: Descriptive or Performative? / Bryan Norton Are Environmental Values All Instrumental? / Mark Sagoff Issue 4: Intrinsic Value Implies No Use and a Threat to Democratic Governance A Practical Concept of Nature's Intrinsic Value / John Martin Gillroy On Intrinsic Value and Environmental Ethics / Bob Pepperman Taylor Part II: Case Studies in Sustainable Environmental Policy and Law Introduction The Subnational Role in Sustainable Development: Lessons from American States and Canadian Provinces / Barry G. Rabe Sustainable Development and Natural Hazards Mitigation / Anna K. Schwab and David J. Brower Sustainable Governance / Jonathan Baert Wiener Sustainability in the United States: Legal Tools and Initiatives / Celia Campbell-Mohn Sustainable Development and the Use of Public Lands / Jan G. Laitos The Impact of Political Institutions on Preservation of the U.S. and Canadian National Parks / William Lowry Global Environmental Accountability: The Missing Link in the Pursuit of Sustainable Development? / Robert V. Percival Part III: Moral Principles and Sustainable Environmental Policy: An Analysis of Ends and Means Introduction Issue I: Science and Sustainability Sustainability, Sustainable Development, and Values / Robert Paehlke Saving All the Parts: Science and Sustainability / Susan Buck Discussion Issue 3: A Sustainable Environment as an Instrumental Value? The Hedgehog, the Fox, and the Environment / Mark Sagoff Why Not Foxy Hedgehogs? / Bryan Norton Discussion Issue 4: A Sustainable Environment as an Intrinsic Value? Sustainability: Restricting the Policy Debate / John Martin Gillroy Comments on Sustainability / Bob Pepperman Taylor Discussion Conclusion: Democratic Competence, Accountability, and Education in the Twenty-first Century Notes References Contributors
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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 | 0.008 | 0.036 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.004 |
| Science and technology studies | 0.004 | 0.016 |
| Scholarly communication | 0.012 | 0.010 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.003 | 0.005 |
| Insufficient payload (model declined to judge) | 0.040 | 0.006 |
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".