Bibliographic record
Abstract
Abstract The incrementalism of carbon pricing, which includes carbon taxes and emissions trading, has led us astray. It has been proffered as a key component of climate policy, yet evidence clearly shows that its effects are marginal. It provides limited emissions reductions and has provoked considerable political controversy in key large‐emitting countries. More importantly, pricing carbon means viewing climate change as a market failure, rather than as a problem of societal transformation. But rapid decarbonization will require more than market corrections; it demands strong state intervention to reorganize the economy. In this maximalist view, the state must create public goods, rather than merely prevent public bads. This article seeks to expand our collective political imagination about climate policy, moving beyond mundane fights about the appropriate design of carbon pricing. Instead, we need to think bigger. Aggressive climate policy begins with a reassertion of state sovereignty. Multinational corporations use ‘offshore’ tax havens to avoid paying taxes. By closing loopholes on corporate tax evasion, states reaffirm one of their fundamental functions: taxation. This reform would repatriate billions of dollars in missing capital, and help create the political conditions for meaningful action on decarbonization. Tax reform, not just carbon pricing, is climate policy too.
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.
How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| 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 | 0.002 |
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 teacher head, 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".