Review of "From Precaution to Profit: Contemporary Challenges to Environmental Protection in the Montreal Protocol," by Brian J. Gareau
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
Since the disastrous 2009 Copenhagen climate talks, global climate governance has roiled in crisis. Michael Grubb, a long-time influential advocate for a binding global climate treaty, has warned that the world could enter its "darkest hour" (Grubb 2011 ). Other scholars now argue that small clusters of countries should negotiate treaties amongst themselves, and expand their clubs over time Some have even suggested a "G-2" solution decided by the United States and China alone. On the left, climate justice and "system change " activists are more likely to reject talk of any carbon-trading settlement altogether, despite the occasional radical defense of a global cap-and-trade scheme (Hahnel 2012). Still, a universal treaty remains on the global agenda. And the Montreal Protocol is the precedent most often cited as a uniquely effective example of global environmental governance, thanks to the steep reductions in ozone depleting substances it has achieved since entering into force in 1989.
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 | 0.002 | 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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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