On the Immorality and Futility of Canadian Climate Policy under Trudeau
Bibliographic record
Abstract
This paper argues that Canadian climate policy under the Trudeau government is both self-defeating and immoral. Focusing on the central facet of the government's strategy – which trades a small carbon price for significant expansions of oil pipelines – the paper develops this argument in three principal ways. First, it situates the strategy in relation to the global warming potential of new extracted/exported emissions facilitated by new pipelines, which would overwhelm the savings created by the carbon price. Second, the paper focuses on the policy's potential to exacerbate a perilous national accumulation strategy that leaves workers and communities highly vulnerable to unstable global commodity markets. Finally, it situates the policy in relation to a centuries-old process of colonial theft of Indigenous lands to facilitate extractive development. The paper closes by considering what an environmentally sound and morally just Canadian climate policy would look like along eco-socialist lines.
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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 | 0.007 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.027 | 0.034 |
| Scholarly communication | 0.010 | 0.003 |
| Open science | 0.001 | 0.003 |
| Research integrity | 0.005 | 0.006 |
| Insufficient payload (model declined to judge) | 0.003 | 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 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".