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
The pressures of globalization have resulted in shrinking distances and increased contact among people, rendering state boundaries and jurisdiction insufficient to deal with claims of justice exclusively. This challenge requires that we move beyond the limits of statism in political theorizing and acquire a cosmopolitan approach. In this article, from a discourse theoretic perspective, I consider what cosmopolitan justice would entail for policy and law-making concerning immigration. It is argued that: (1) from a moral point of view we cannot consider the problem of migration solely from the perspective of the people of affluent countries and have to take into account the perspective of the refugees, asylum seekers, and immigrants; (2) the growing interdependency of global economies gives rise to a moral obligation to assist the immigrants with special duties devolving upon the First World as the result of the history of colonization; and (3) the immigration law ought to be integrated into higher, or constitutional, law-making. In doing so, the discourse theoretic approach decouples national sovereignty (territorial integrity) and democratic polity, overcoming the problem of prioritization of geography over claims of membership.
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 | 0.011 | 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