Equity Aspects of Canadian Immunization Programs: Differences within and between countries
Bibliographic record
Abstract
There is a global recognition that immunization is one of the most cost-effective public health interventions which should be available to everyone. The equity approach to immunization provides a holistic and integrated framework for addressing inequalities and disproportions in the realization of human rights. The aim of this study is to review the performance of the immunization programs in Canada through an equity lens using two analytical frameworks for immunization programs. It focuses on four elements of the programs: a) the burden of disease; b) immunization strategy; c) ability to evaluate; and d) research questions. To achieve universal access to vaccination, Canada should have a strong connection with human rights, where realities and outreach need to be prioritized. Preventable diseases such as influenza, H1N1, and varicella have been reported specifically in Aboriginal Canadians, immigrants and refugees. Our study seeks to demonstrate that access to vaccines should be considered one of the most vital human rights and as a matter of fundamental intervention to achieve health equity.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".