Bibliographic record
Abstract
Abstract While the notion that parts of the economy should be subject to democratic oversight is not particularly new, it is only recently that the term “economic democracy” has begun to emerge as a political label and a political project in its own right. Interest in economic democracy is at a historical high as more and more people search for a comprehensive alternative to neoliberal capitalism that is neither state socialism nor social democracy. In addition, the fact that mainstream concern with economic inequality is at a historical peak means that economic arrangements are on the political agenda in a way that they have not been for many years. The central argument of this article is that economic democracy has the potential to be the “big idea” of the left this century for two main reasons. First, although economic democracy is usually thought to be concerned solely with workplaces, in fact it has implications far beyond this. Indeed, economic democracy is best understood as a comprehensive critique of the economy and a corresponding encompassing vision of an alternative. This article thus aims to offer a sympathetic overview of the main facets of economic democracy—the attempt to democratize workplaces, finance, investment, and the market system—as a holistic and integrative project. Second, economic democracy offers an important method for challenging inequality. The expansion of democratic accountability through representation, and particularly the expansion of opportunity for direct participation in economic decisionmaking is a fundamentally important method of redressing the structural inequality that continues to be a defining dilemma of our societies.
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 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 | 0.006 | 0.007 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.006 | 0.023 |
| Scholarly communication | 0.012 | 0.009 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.004 | 0.008 |
| Insufficient payload (model declined to judge) | 0.007 | 0.001 |
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".