Immobilised by the pandemic: Filipino domestic workers and seafarers in the time of COVID‐19
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 essay documents the experiences of two different groups of 'essential' Filipino migrant workers: female domestic workers and male seafarers, each confined in new ways in their work/home situations and spaces. These two categories of workers make up a large proportion of migrants within the Philippines' extensive export labor economy. For domestic workers, the Canadian government virtually stopped processing applications for permanent resident status. Held in limbo in their temporary work status, many domestic workers experienced increased employer control over their movements and their bodies. Seafarers have been no less immobilized, disallowed from leaving their workplace (their ship) when in port or within the normal and expected work period of 9 months at sea. Extended 'shifts' at sea for some seafarers have left other seafarers at home, waiting in the Philippines in precarious situations of loss of income and mounting debt. In the case of both domestic workers and seafarers, the pandemic and a range of state and international regulatory failures and/or gaps have placed temporary workers into new conditions of precarity and into intensified experiences of immobility. We also show how their immobilization as precarious workers reverberates throughout their families, and across the globe.
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 | 0.001 |
| Science and technology studies | 0.001 | 0.002 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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