The downward occupational mobility of internationally educated nurses to 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
Despite the fact that there is unmet demand for nurses in health services around the world, some nurses migrate to destination countries to work as domestic workers. According to the literature, these nurses experience contradictions in class mobility and are at increased risk of exploitation and abuse. This article presents a critical discussion of the migration of nurses as domestic workers using the concept of 'global care chain'. Although several scholars have used the concept of global care chains to illustrate south to north migration of domestic workers and nurses, there is a paucity of literature on the migration of nurses to destination countries as domestic workers. The migration of nurses to destination countries as domestic workers involves the extraction of reproductive and skilled care labor without adequate compensatory mechanisms to such skilled nurses. Using the case of the Canadian Live-in Caregiver Program, the study illustrates how the global movement of internationally educated nurses as migrant domestic workers reinforces inequities that are structured along the power gradient of gender, class, race, nationality, and ethnicity, especially within an era of global nursing shortage.
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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 | 0.001 |
| Science and technology studies | 0.000 | 0.001 |
| 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