Regional Citizenship and the Evolution of Basque Immigration and Integration Policies
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
Immigration policies are of great significance for minority nations, like the Basque Country. Basque nationalism is inclusive and civic; through regional institutions, it has created an informal citizenship with a strong social foundation. This regional citizenship, despite some limitations on regional powers, embraces immigrants by offering social rights to all in order to promote integration in a Basque nation in which identities are not clearly defined. From a technical and legal perspective, there is no specific or separate regional citizenship that could be created by regional institutions in the Basque Country. From a political perspective, however, the principle of inclusive citizenship incorporated by regional policies has played a significant role in the integration process. This trend is similar to the situation in Scotland although it differs slightly from the cases of Catalonia and Quebec, nations in which language is a strong marker of identity.
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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 | 0.001 |
| 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