Dal vigneto alla cantina: la zonazione al servizio dell' enologo
Bibliographic record
Abstract
Market-driven health care reforms and development strategies continue to drive the privatization of health care services across the world. When these measures are implemented, large disparities emerge and are maintained. Using a modified version of the access to care framework developed by Penchansky and Thomas, this paper examines the manifestations of inequity between private for-profit and public emergency care in the Greater Cairo Region and Asyut, Egypt. In-depth interviews with physicians working in both sectors reveals stark disparities in access between these two health care sectors in Egypt. Access issues identified include unaffordable care in the private sector, unavailable medical supplies and overcrowding in public hospitals, as well as a salary gap that drives health care workers from public to private practice, creating staffing shortages in public hospitals. The manifestations of these inequities are often severe, usually tangible, and according to health care providers, embodied in the experiences of service users.
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How this classification was reachedexpand
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) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 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) | 0.001 | 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; both teacher heads agree on what is shown here.
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".