Mechanisms of migrant exclusion: Temporary labour, precarious noncitizenship, and technologies of detention
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
Abstract ‘Mechanisms of Migrant Exclusion’ focuses on the exclusionary measures that migrant workers confront. Although migration studies have long attended to various social and structural systems of exclusion, for instance, xenophobia and nativism (De Genova, 2005, https://doi.org/10.1515/9780822387091 ; Golash‐Boza, 2011, https://doi.org/10.4324/9780203123928 , and 2015, https://doi.org/10.18574/nyu/9781479894666.001.0001 ), recent global shifts in immigration politics and temporary labour regimes have increased the urgency of attending to the rise of global and transnational systems or regimes of exclusion. Internationally, noncitizens have grown increasingly vulnerable to detention and deportation (Mountz, 2020, 10.5749/j.ctv15d8153), whereas migrant contract workers continue to be systematically denied rights and protections in the labour market (Strauss and McGrath, 2017, 10.1016/j.geoforum.2016.01.008). These mechanisms of exclusion illustrate the range of limitations faced by migrants, particularly those who are undocumented, refugees, or temporary workers.
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 | 0.000 | 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