Traditions of Nationhood or Political Conjuncture?
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
If migration studies in the 1990s were marked by the predominance of the “national models” approach, the early 2000s have seen an increasing rebuttal to this approach. This paper contributes to the debate by examining the politics of citizenship in Germany and Canada, two countries that are usually located at opposing poles of the “national models of immigration and citizenship continuum”. The paper combines inductive process tracing and discourse analysis to examine some of the most controversial citizenship legislation in both countries: Optionspflicht [the duty to choose] in Germany and the “first generation limitation” in Canada. Overall, the analysis presented agrees with recent critiques of the national models approach in migration studies. However, and in contrast to the latter, it maintains that national trajectories — rather than models — provide a cognitive matrix into which policy changes and their justifications need to be inserted.
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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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