The Road not Taken: Climate Change Policy in Canada and the United States
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
In 2001, President George W. Bush confirmed that the US would not ratify the Kyoto Protocol. Despite the US' withdrawal, its neighbor Canada chose to ratify the Kyoto Protocol the following year. The divergence of these two highly integrated countries is surprising, since Canada and the US accepted comparable commitments in the 1997 Kyoto negotiations, and both could expect the costs of compliance to be significant given the greenhouse-gas intensive nature of their economies. The divergence cannot be explained by politicians' electoral incentives since Canadian and US politicians alike faced strong business opposition and a relatively inattentive public. A strong normative commitment to international cooperation to protect the global commons was necessary to overcome political opposition to ratification, but still not sufficient. In particular, while both Canadian Prime Minister Jean Chrétien and US President Bill Clinton supported ratification, only Chrétien had the institutional capacity to deliver on his values.
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 | 0.000 | 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 | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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