Bridges and Barriers to Health: Her Story—Emirati Women's Health Needs
Bibliographic record
Abstract
Health care services in the United Arab Emirates have developed rapidly in the last 30 years fueled by oil revenues. These services have been planned and provided predominantly by non-nationals, with mixed success. The authors identify aspects of the health care system and the sociocultural environment that create both barriers and bridges to holistic health for Emirati women. Barriers include early/consanguineous marriage, frequent childbearing, polygamy, and care that is lacking in competence and cultural sensitivity. Bridges include Islam, folk medicine, cultural traditions, and the opportunity to travel abroad for health care. Maids are seen as both a barrier and bridge at different times. Recommendations for future improvements include listening to Emirati women and providing more gender-appropriate, holistic, and culturally congruent programs.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.003 | 0.008 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.015 | 0.005 |
| Scholarly communication | 0.004 | 0.006 |
| Open science | 0.001 | 0.006 |
| Research integrity | 0.008 | 0.016 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".