Ordoliberalism in European Competition Policy: The Logic of Democratic Capitalism in Talbot’s Essay
Bibliographic record
Abstract
Similar to the two North American countries — Canada and the United States — the European Union has a fairly long history with the adoption and administering of their competition law. The heterogeneity characterizing the European Union, however, meant that the European competition law had to be designed and delivered in a manner that was sensitive to the political economy demands of its constituent nations, the principles of market competition, and the intricacies of the ‘‘European project.’’ Conor Talbot’s article, ‘‘Ordoliberalism and Balancing Competition Goals in the Development of the European Union,’’ examines the role that the European competition policies played in the development of the European project and its associated economic, social, and political goals during the post–World War II period. The article focuses on how the European competition policies complemented the democratic and capitalistic ideals of the emerging European integration. In the process, the article contributes to our understanding of the evolving nexus between capitalism, democracy, and competition laws in the European political economy.
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 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.007 | 0.022 |
| Scholarly communication | 0.009 | 0.007 |
| Open science | 0.001 | 0.004 |
| Research integrity | 0.007 | 0.006 |
| 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".