Beyond vectors and vessels: reflections on women and primary health care reform in Canada
Bibliographic record
Abstract
La reforma de la atencion primaria de salud (APS) tradicional en Canada esta enfocada en la modificacion del proceso de pago a los medicos y en el perfeccionamiento de la eficiencia organizacional. Aunque algunos de los cambios propuestos benefician a las mujeres, puede que otros no. Es necesario hacer un analisis explicito de genero de los diversos modelos de reforma de la APS. Como las mujeres y los hombres tienen desiguales necesidades de salud y utilizan los servicios de salud de manera diferente, las reformas que tomen en cuenta estas diferencias seran mas eficaces. Ademas, un enfoque mas amplio al implementar la APS, que este mas cerca del espiritu de la Declaracion de Alma-Ata e incorpore un analisis basado en el genero, aumentara la eficacia de la APS con relacion a las mujeres en Canada.
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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 | 0.006 | 0.015 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.006 |
| Science and technology studies | 0.031 | 0.026 |
| Scholarly communication | 0.015 | 0.005 |
| Open science | 0.003 | 0.008 |
| Research integrity | 0.007 | 0.009 |
| Insufficient payload (model declined to judge) | 0.008 | 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 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".