Economic and fiscal policy coordination after the crisis: is the European Semester promoting more or less state intervention?
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
The European Union (EU) – and its Economic and Monetary Union (EMU) in particular – is often criticized as a predominantly market-oriented project. We analyse to what extent such claims can be substantiated by focusing on one key aspect of the EU’s post-crisis framework for economic governance: the country-specific recommendations (CSRs) that the EU has been issuing annually since 2011. Based on an original dataset, we analyse more than 1300 CSRs, which show that the EU does not push uniformly for less state intervention. Rather, the CSRs tend to suggest fiscal restraint and less protection for labour market insiders, while simultaneously promoting measures that benefit vulnerable groups in society. During the second decade of EMU, CSRs have gradually become more permissive of higher public spending and more in favour of worker protection, while the share of recommendations advocating more social protection has stagnated at a high level.
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 | 0.002 | 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 | 0.001 | 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) | 0.000 | 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