Immigration and self-government of minority nations
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
Contents: Ricard Zapata-Barrero: Introduction. Immigration in Multinational States. A Theoretical and Contextual Perspective - Ricard Zapata-Barrero: Setting a Research Agenda on the Interaction between Cultural Demands of Immigrants and Minority Nations - Alain-G. Gagnon: Immigration in a Multinational Context. From Laissez-faire to an Institutional Framework in Quebec - Micheline Labelle/Francois Rocher: Immigration, Integration and Citizenship Policies in Canada and Quebec. Tug of War between Competing Societal Projects - Hassan Bousetta: Multinational Federalism and Immigrant Multiculturalism in Brussels - Patrick Loobuyck/Dirk Jacobs: Self-government, Immigration and Integration in Flanders. Political Opportunities, Tensions and Challenges - Ricard Zapata-Barrero: Building a Public Philosophy of Immigration in Catalonia. The Terms of Debate - Angel Castineira: Immigration in Multinational States. The Case of Catalonia.
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) | 0.000 | 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