The United States of Europe: A gravity model evaluation of the four freedoms
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
One of the pillars of the 1957 Treaty of Rome that ultimately led to the European Union is the commitment to the four freedoms of movement (goods, services, persons, and capital). Over the following decades, as the members expanded in numbers, they also sought to deepen the integration amongst themselves in all four dimensions. This paper estimates the success of these policies based primarily on a gravity framework. Distinct from past evaluations, we augment the traditional equation for international flows with the corresponding intra-national flows, permitting us to distinguish welfare-improving reductions in frictions from Fortress-Europe effects. We complement the gravity approach by measuring the extent of price convergence. We compare both quantity and price assessments of free movement with corresponding estimates for the 50 American states.
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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 | 0.009 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.002 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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