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 Stability and Growth Pact (SGP) is central to Economic and Monetary Union (EMU) in Europe. Initiated by Germany in 1995 and adopted in 1997, it regulates the fiscal policies of European Union Member States. Following numerous violations of its deficit reference value, the Pact's Excessive Deficit Procedure was suspended in 2003. The decision to suspend was brought before the European Court of Justice in 2004 and the SGP then underwent painstaking reform in 2005. After a period of economic prosperity and falling budgetary deficits, the global economic crisis put the system under renewed stress. Ruling Europe presents a comprehensive analysis of the political history of the SGP as the cornerstone of EMU. It examines the SGP through different theoretical lenses, offering a fascinating study of European integration and institutional design. One cannot understand the Euro without first understanding the SGP.
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) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it