Enhancing evidence-based practice in population health: staff views, barriers and strategies for change
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
STUDY OBJECTIVE: To determine barriers and enablers for evidence-based practice (EBP) in population health and potential strategies for change. DESIGN: Self-administered survey of 104 professional staff (response rate, 73%) in the Division of Population Health, South Western Sydney Area Health Service in NSW serving a disadvantaged urban population. MAIN RESULTS: Most respondents (80%) "strongly agreed" or "agreed" that EBP would improve the effectiveness of their efforts in a disadvantaged region. However, more than half of respondents (56%) "strongly agreed" or "agreed" that there is lack of evidence for interventions in population health. Eighty two per cent of respondents "strongly agreed" or "agreed" that training in EBP is important for all population health workers. Those who used evidence also needed a greater capacity to discriminate "good" from "bad" research (85% in agreement). Contradictory policy was cited by one third of respondents as acting against EBP.
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 | 0.014 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| 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