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 promotion of knowledge economies and societies, equated with the mobile subject as bearer of technological, managerial and cosmopolitan competences, on the one hand, and insecurities about social order and national identities, on the other, have in the past few years led to increasing polarisation between skilled migrants and those deemed to lack useful skills. The former are considered to be bearers of human capital and have the capacity to assimilate seamlessly and are therefore worthy of citizenship; the latter are likely to pose problems of assimilation and dependency due to their economic and cultural ‘otherness’ and offered a transient status and partial citizenship by receiving states. In the European context this trend has been reinforced by the redrawing of European geopolitical space creating new boundaries of exclusion and social justice. The emphasis on the knowledge economy also generates gender inequalities and stratifications based on skills and types of knowledge with implications for citizenship and social justice.
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 | 0.000 |
| Science and technology studies | 0.002 | 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