Regulation through responsibilisation: Gendered exit policies and precarious migration from India and Sri Lanka
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 Gendered migration governance has emerged as a key modality through which South Asian countries mobilise and manage women migrant workers. This involves complex policy articulations encompassing the restriction, protection and promotion of migration. Through analysis of state discourse and stakeholder responses in India and Sri Lanka, we examine how policies of labour‐sending states co‐produce and compound migrant vulnerability by displacing responsibility for risk‐management onto individual migrants and intermediaries. We suggest that institutional constraints on women's exit coalesce with structural inequalities at the regional level to exacerbate precarity during the course of migration, reducing potential economic gains from migration while heightening individual risk. The paper concludes by identifying the need for gender‐responsive, evidence‐based policy frameworks to promote safe migration and provide inclusive local employment alternatives.
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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 | 0.000 | 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 | 0.001 |
| 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