Health Services Delivery: Reframing Policies for Global Nursing Migration in North America—A Caribbean Perspective
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
Countries of the Caribbean face critical challenges in nurse migration and health services delivery. They are experiencing two types of migration-country-to-country migration within the Caribbean and migration from the Caribbean to developed countries, including the United States, Canada, and the United Kingdom. Aggressive international recruitment practices in the Caribbean resulted in a dramatic loss of nurses in the region and had an adverse impact on health-services delivery. A Managed Migration Program is being developed with two guiding principles-observing the rights of individual nurses to choose where they want to work and live while balancing individual rights with a country's obligation to provide quality health services to its citizens. It is a multi-country, multi-agency, multi-interventional strategy to increase intake, production, and retention of nurses. Various efforts designed to balance nursing supply and demand are underway, with the goal of providing universal, effective, and quality health care in the Caribbean.
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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 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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