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
Migration is ‘part of a transnational revolution that is reshaping societies and politics around the globe’ (Castles & Miller, 1993, p. 5). While processes of insertion, assimilation or integration involve transformations of migrants’ social, economic and cultural capital (Sassen, 1998), their integration is uneven and often incomplete (Soysal, 1994). Critically, whilst the drivers of migration may be related to global processes of economic and political change, the experiences and impacts of migration are strongly local. In this issue of Local Economy, we attempt to make some sense of the rapidly increasing and changing migration patterns in terms of their impact upon local economies and the policy challenges that result. The contributions here focus on the case of the UK, with experience too from Canada, and seek to provide a better understanding of the relationship between changing local economies and changing migrant streams, to begin to map out the local economic policy issues and emerging policy responses related to enterprise and labour market integration.
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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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