The Extent and Organizational Determinants of Research Utilization in Canadian Health Services Organizations
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
This article focuses on the use of research by managers and professionals in Canadian health service organizations (ministries, regional authorities, and hospitals). The results of the analysis of the 928 responses underlined the important role that the absorption, learning, culture, and linkage mechanism variables played in determining utilization. General linear regression and regression by organizational type confirmed the importance of the linkage mechanisms, research experience, unit size, and research relevance for the users. The emphasis could thus be put, according to the organization type, on research experience, linkage mechanisms, unit size, research culture, research relevance for the users, and research activities. The article also underscores the individual and organizational contextual factors’ high degree of significance by expressing these contextual factors as organizational variables and by adopting a more organizational perspective of knowledge utilization analysis.
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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 | 0.022 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.003 |
| Science and technology studies | 0.004 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 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 it