Gender, Migration and Categorisation : Making Distinctions between Migrants in Western Countries, 1945-2010
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
All people are equal, according to Thomas Jefferson, but all migrants are not. In this volume, twelve eminent scholars describe and analyse how in countries such as France, the United States, Turkey, Canada, Mexico, the Netherlands, Sweden, and Denmark distinctions were made through history between migrants and how these were justified in policies and public debates. The chapters form a triptych, addressing in three clusters the problematisation of questions such as ‘who is a refugee’, ‘who is family’ and ‘what is difference’. The chapters in this volume show that these are not separate issues. They intersect in ways that vary according to countries of origin and settlement, economic climate, geopolitical situation, as well as by gender, and by class, ethnicity, religion, and sexual orientation of the migrants.
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 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 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) | 0.000 | 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