Bibliographic record
Abstract
Purpose – The purpose of this paper is to explore the current state of antimicrobial stewardship implementation and development within Canada at both a federal and provincial level. Design/methodology/approach – Narrative review. Findings – There have been several prominent conferences and reports in Canada regarding the development and implementation of antimicrobial stewardship programs over the past two decades. However, despite the knowledge that there is a need for standardization of programs across Canada with accurate mechanisms and infrastructure in place for implementation and evaluation of these programs, there is still a lack of consistency across the country. In addition pharmacy information regarding inpatient and outpatient antimicrobial use is not uniformly reliable. Recently, the Public Health Agency of Canada using the Pan-Canadian Public Health Network as a vehicle organized a task group to help facilitate the working relationships among the provincial, territorial and federal governments in terms of implementing antimicrobial stewardship programs. This network has the potential to enhance and standardize programs across the country. Originality/value – This paper looks at Canadian policy regarding antimicrobial stewardship at a federal as well as provincial level. Historic conferences, reports and discussions are highlighted emphasizing the progressive changes over the past two decades and highlight many of the challenges that Canada continues to face.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.008 | 0.019 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.005 | 0.011 |
| Science and technology studies | 0.010 | 0.007 |
| Scholarly communication | 0.009 | 0.004 |
| Open science | 0.003 | 0.003 |
| Research integrity | 0.003 | 0.005 |
| 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".