A critically modern ecological economics for the Anthropocene
Bibliographic record
Abstract
Ecological economics recognizes economic activity as a biophysical process mediated by social systems and ultimately subject to the constraints of a finite earth system. The Anthropocene discourse appears as validation of the central concerns of ecological economics yet throws into relief its limits as a normative transdiscipline oriented toward social transformation. We review ecological economics in light of two overarching challenges: first, negotiating between biophysical reality and plural constructed social realities, so as to create legitimate grounds for a sustainability transition; second, accounting for multi-level, multi-scale social and political action, which demands a means for arbitrating among competing normative propositions. We argue that attempts to address these challenges within ecological economics have been inconsistent and relatively scarce, reflecting an unresolved tension regarding modern and postmodern social theory. We demonstrate that a critically modern ecological economics could draw on aligned social movements and build on deliberative theory as a foundation for social and political change fit for navigating the Anthropocene.
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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 | 0.003 | 0.006 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.001 | 0.012 |
| Scholarly communication | 0.004 | 0.009 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.004 | 0.005 |
| 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".