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
To place the ongoing disaster of climate breakdown in political-economic context and explore future possibilities, this article mobilizes three concepts central to historical materialism which form a “trifecta of power”: accumulation, imperialism, and hegemony. These are applied to the current regime of obstruction, comprised of an amalgamation of the deeply seated project of fossil capitalism and the emergent project of climate capitalism. Three alternative projects—Green New Deal, Degrowth, and Buen Vivir (“living well”) —move us toward real solutions, but need to be braided into a wider transformative project that addresses the trifecta of power that reproduces capitalism as a way of life. Eco-socialism provides such a synthesis. It offers a just, viable economic alternative to capitalism capable of addressing the climate emergency. It provides an alternative hegemonic project capable of unifying a post-capitalist historical bloc. It challenges the geopolitical economy of ecological imperialism and opens toward a world order organized for cooperation, solidarity, and peace. These gains stem from three important elements in the historical materialist theory informing eco-socialism. First, a comprehension of the dialectical relation between forces and relations of production as central to socio-ecological transformation. Second, an emphasis on the imperative to replace the anarchy of the market, capital’s governing mechanism with democratic planning. Third, identification of the social forces that can be brought together to form an historical bloc capable of leading the transformation. Our current trajectory is perilous, but there is still time to correct course.
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 | 0.003 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 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 | 0.001 |
| 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