Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Purpose This editorial aims to summarize major points from and explains the rationale of a symposium convened in Canada to explore whether American experience with mandatory public reporting of healthcare associated infection (HAI) information can usefully inform Canadian policy. Design/methodology/approach The symposium brought together members of the Universities Council, an interdisciplinary consortium of Canadian and American researchers organized by the Healthcare Associated Infections Program of the Washington State Health Department. Its members are interested in patient safety generally, and a comprehensive strategy to evaluate HAI public reporting specifically. Findings American health department experts shared insights from their experience with mandatory reporting; Canadian experts, primarily from the British Columbia Centre for Disease Control, described the current reporting policies of Canadian public health authorities. Presentations were discussed by an audience that included members of the public, allied health professionals, academic researchers, patient safety advocates, the British Columbia Ministry of Health as well as the Canadian Institute for Health Information. The American papers presented are published in this theme issue. Participants found the symposium to be a useful discussion of important issues that identified knowledge gaps underlying the role and value of public reporting in HAI prevention. Discussion of key research agenda issues was informed by the presentations and ensuing discussions. Practical implications The Universities Council research agenda was confirmed and further informed through the presentations and discussions, affording its members and others a better understanding of current needs and opportunities. Historical and state of the art descriptions of public reporting afforded comparisons of cultures, approaches and early results that can inform any policy makers contemplating relative merits of such programs. Originality/value Despite much start‐up activity in response to demands for more transparency, indications of consumer interest, and some early claims of success, there remain fundamental knowledge gaps and coordination problems hampering achievement of best approaches and value in public reporting. The group brought together in this symposium offers one of the most comprehensive perspectives available on current theory and practice.
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.
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 | 0.002 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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 it