Free Movement and the Fragmentation of Family Reunification Rights
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
Abstract Family reunification regulations in the EU are increasingly complex, and they vary for different groups of sponsors. This paper documents the existence of four parallel legal regimes for family reunification — national rules for citizens who do not move, EU rules for citizens who move within Europe, the Family Reunification Directive for third-country nationals in the EU, and since 2011, family reunification rights based on EU citizenship status. This paper asks how and why family reunification rules are being thus fragmented, and in particular why so-called ‘reverse discrimination’, where citizens are disadvantaged vis-à-vis non-citizens, is persisting and deepening. It draws on tools from political science, namely historical institutionalism and studies of policy transfer and Europeanization, to showcase the different logics that underlie these puzzling developments.
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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 | 0.001 | 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 | 0.000 | 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