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
What it is to be a citizen is not a simple matter. For an individual to be a citizen is for that person to belong in a particular way to a community, be it a ‘city’ (as in the origins of the term), a nation state or some other broad grouping such as the European Union (EU). That an individual is a citizen of a community is a matter of law. However, the relationship also carries cultural connotations. Being a citizen implies that an individual shares certain beliefs with, and behaves as a member of, the community. The beginning of the twenty-first century has seen a number of nation states impose — or refine — tests to ensure that citizens to whom they grant the formal legal status have appropriate cultural attributes. Not only have the classical countries of immigration, such as Australia, Canada and the United States, strengthened or reintroduced stringent tests for migrants to become citizens, but the countries of Western Europe have, for the first time, also turned to testing regimes. Since the beginning of the century, the Netherlands and Germany have imposed tests of cultural knowledge for new citizens; the Netherlands has developed a civic integration regime which prospective migrants take before arrival; and the United Kingdom has revised its requirements of cultural knowledge and toughened its stance on visas and migration (Chapter 6). In a time of globalisation, it is remarkable that so many nations are insisting on nationally based cultural attributes for would-be citizens.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 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) | 0.001 | 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