Natural Resources Defense Council v. Environmental Protection Agency. 464 F.3d 1
Bibliographic record
Abstract
Natural Resources Defense Council v. Environmental Protection Agency. 464 F.3d 1. United States Court of Appeals for the District of Columbia Circuit, August 29, 2006. In Natural Resources Defense Councilv. Environmental Protection Agency, the U.S. Court of Appeals for the District of Columbia Circuit held that certain decisions of the parties acting under the international legal regime to protect the ozone layer are not “law” with which EPA must comply under the Clean Air Act. In dicta, the court suggested that holding the decisions to be “‘law’ would raise serious constitutional questions in light of the nondelegation doctrine, numerous constitutional procedural requirements for making law, and the separation of powers” (p. 9). The purpose of the international ozone regime—in particular, the Vienna Convention for the Protection of the Ozone Layer and the Montreal Protocol on Substances That Deplete the Ozone Layer—is to protect stratospheric ozone, which intercepts harmful ultraviolet radiation from the sun. Unlike oxygen (O2), ozone (O3) is unstable: when a chlorine or bromine compound reaches the stratosphere, it sets off chemical chain reactions that destroy thousands of ozone molecules. As industrial production of such compounds has increased, stratospheric ozone has been depleted, allowing more ultraviolet radiation to reach the Earth, where it causes skin cancer and cataracts, reduces agricultural productivity, and harms the environment. The ozone regime reduces ozone-depleting substances (ODS) in the stratosphere by phasing out their production.
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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 | 0.003 |
| Meta-epidemiology (narrow) | 0.001 | 0.002 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.009 | 0.001 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.014 | 0.011 |
| Insufficient payload (model declined to judge) | 0.055 | 0.023 |
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".