De-Growth is Not a Liberal Agenda: Relocalisation and the Limits to Low Energy Cosmopolitanism
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
Degrowth is identified as a prospective turning point in human development as significant as the domestication of fire or the process of agrarianisation. The Transition movement is identified as the most important attempt to develop a prefigurative, local politics of degrowth. Explicating the links between capitalist modernisation, metabolic throughput and psychological individuation, Transition embraces ‘limits’ but downplays the implications of scarcity for open, liberal societies, and for inter-personal and inter-group violence. William Ophuls’ trilogy on the politics of scarcity confronts precisely these issues, but it depends on an unconvincing sociology of individuation as a central process in modernity. A framework is advanced through which to explore the tensions, trade-offs and possibilities for a socially liberal, culturally cosmopolitan and science-based civilisation under conditions of degrowth and metabolic contraction.
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 | 0.000 | 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) | 0.001 | 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