Retrenched and Returned: Filipino Migrant Workers during Times of Crisis
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
Situating data from a pilot study conducted in the Philippines within the research literature, we examine the impact of the recent global economic crisis on the experiences of Filipino migrant workers and their families in the context of previous economic upheavals. In so doing, we highlight the gendered effects of shifts in the global economy and detail government response to the premature return of migrant workers to the Philippines primarily due to retrenchment impelled by the global economic crisis. While the current conditions of migration and return are significant, we argue that these are not the result of a new global economic crisis, but are instead the ongoing effects of neoliberal globalization that have resulted in sustained multiple crises with which residents of the Global South have had to contend. Moreover, the reputed solutions offered to returned migrants are rooted in the same faulty paradigm that will be destined to produce only further hardship.
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 | 0.001 |
| 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