The Political Economy of Inter-Regional Fiscal Flows. Measurement, Determinants and Effects on Country Stability
Bibliographic record
Abstract
Contents: Preface 1. Inter-regional Fiscal Flows: Introduction to the Issues, Nuria Bosch, Marta Espasa Queralt and Albert Sole Olle PART I: COUNTING MONIES: MEASUREMENT AND PRACTICE OF INTER-REGIONAL FISCAL FLOWS 2. Regional Fiscal Flows: Measurement Tools, Giuseppe C. Ruggeri 3. Regional Fiscal Flows: Determinants, Measurements and Meanings, Francois Vaillancourt Comment by Nuria Bosch and Antoni Zabalza 4. Constitutional Reforms, Fiscal Decentralization and Regional Fiscal Flows in Italy, Maria Flavia Ambrosanio, Massimo Bordignon and Floriana Cerniglia 5. Measurement and Practice of Fiscal Flows: The Case of Belgium, Paul Von Rompuy 6. Balance Sheet Federalism: Canada, Giuseppe C. Ruggeri Comment by Francois Vaillancourt 7. Balance Sheet Federalism: Methodologies, Results and their Determinant Factors for Spain, Marta Espasa Queralt and Nuria Bosch Comment by Guillem Lopez Casasnovas and Ramon Barberan PART II: BEYOND THE DATA: WHY SOME REGIONS GET MORE MONEY? 8. Federalism and Inter-regional Redistribution, Jonathan Rodden Comment by Carles Boix 9. Decentralization by Politicians: Creation of Grants-financed Local Jurisdictions, Stuti Kehmani 10. The Political Rationale of Regional Financing in Spain, Sandra Leon Comment by Santiago Lago 11. The Determinants of Regional Transport Investment Across Europe, Achim Kemmerling and Andreas Stephan 12. The Determinants of the Regional Allocation of Infrastructure Investment in Spain, Albert Sole-Olle Comment by Germa Bel PART III: IN OR OUT? REGIONAL REDISTRIBUTION AND THE STABILITY OF FEDERATIONS 13. Federalism, Regional Redistribution and Country Stability, Enrico Spolaore Comment by Massimo Bordignon 14. The Costs and Benefits of Constitutional Options for Quebec and Canada, Francois Vaillancourt 15. Staying Together? Scotland and the Rest of the United Kingdom, David Bell 16. The Costs and Benefits of Staying Together: The Catalan Case in Spain, Elisenda Paluzie Index
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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 | 0.005 | 0.022 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.003 | 0.008 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.011 | 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".