Serial Labor Migration: Precarity and Itinerancy among Filipino and Indonesian Domestic Workers
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
This article examines the mobility patterns of migrant domestic workers in the United Arab Emirates. It identifies and explains the emergence of serial labor migration , which we define as the multi-country, itinerant labor migration patterns of temporary low-skilled migrant workers. It argues that policy contexts shaping temporary labor migration, as they impose precarious and prohibitive conditions of settlement in both countries of origin and destination, produce the itinerancy of low-skilled migrant workers. We offer a holistic analysis of the migration process of temporary labor migrants, shifting away from a singular focus on the process of emigration, integration, or return and toward an examination of each stage as a co-constitutive step in the migration cycle. Our analytic approach enables us to illustrate the state of precarity and itinerancy that follows low-wage migrant workers across the various stages of the migration cycle and produces serial migration patterns among migrant domestic workers from the Philippines and Indonesia.
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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 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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