The Role of Pediatricians as Key Stakeholders in Influencing Immunization Policy Decisions for the Introduction of Meningitis B Vaccine in Canada: The Ontario Perspective
Bibliographic record
Abstract
As key stakeholders in immunization policy decisions, the Pediatricians of Ontario held an accredited conference on January 18, 2014, to discuss prevention of invasive meningococcal disease. Five key recommendations were put forth regarding immunization strategies to protect children from meningococcal serogroup B disease. The recently approved four-component meningococcal B (4CMenB) vaccine should be recommended and funded as part of Ontario's routine immunization schedule and should also be mandated for school attendance. Public funding for 4CMenB immunization is justified based on current MenB epidemiology, vaccine coverage, cost effectiveness and acceptability, as well as legal, political and ethical considerations related to 4CMenB immunization, particularly because routine recommendations and funding are currently in place for vaccination against meningococcal serogroups that cause significantly less disease in Canada than MenB. Broadly, the goals are to assist individual practitioners in advocating the benefits of 4CMenB vaccination to parents, and to counterbalance recommendations from the National Advisory Committee on Immunization and the Canadian Paediatric Society.
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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 | 0.022 | 0.039 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.025 | 0.014 |
| Scholarly communication | 0.015 | 0.004 |
| Open science | 0.003 | 0.006 |
| Research integrity | 0.008 | 0.013 |
| Insufficient payload (model declined to judge) | 0.006 | 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".