Falling through the cracks? Migrant workers and the Global Social Protection Floor
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
Growing numbers of migrant workers worldwide face human rights violations, exploitation and mistreatment, and lack broader social protections granted to permanent residents in countries where they work. Protecting migrant labour was an objective at the founding of the International Labour Organization (ILO), documented within the Declaration of Philadelphia in 1944. Yet, more than 60 years on, despite numerous United Nations (UN) conventions, declarations and frameworks aimed at protecting their rights, migrant workers remain marginalized. In the context of globalizing labour markets and economic crises, migrant workers are a particularly vulnerable group. This article will discuss the extent to which the Global Social Protection Floor Initiative (SPF) has addressed this group, and will assess how well existing international, bilateral and national frameworks for social protection extend to migrant 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 | 0.001 | 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 | 0.007 | 0.001 |
| 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