Implementing clinical guidelines: Current evidence and future implications
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Metaresearch, Research integrity
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Other designConsensus signal: none
- Genre
- Candidate signal: ReviewConsensus signal: Review
- Teacher disagreement score
- 0.971
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.021 | 0.013 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.108 · how far apart the two teachers sit on this one work
- Validation status
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
Abstract
One of the most common findings from health services research is a failure to routinely translate research findings into daily practice. Previous systematic reviews of strategies to promote the uptake of research findings suffered from a range of methodologic problems that have been addressed in a more recent systematic review of guideline dissemination and implementation strategies. Changes in practitioner behavior; in the desired direction, were reported in 86% of the comparisons made. The median effect size overall was approximately 10% improvement in absolute terms. The review suggests that interventions that were previously thought to be ineffective (e.g., dissemination of educational materials) may have modest but worthwhile benefits. Also, multifaceted interventions, previously thought to be more effective than single interventions, were found to be no more effective than single interventions. Overall, there is an imperfect evidence base for decision makers to work from. Many studies had methodologic weaknesses, and reporting of this kind of research is generally poor, making the generalizability of study findings frequently uncertain. A better theoretical underpinning of studies would make this body of research more useful.
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.
The record
- Venue
- Journal of Continuing Education in the Health Professions
- Topic
- Clinical practice guidelines implementation
- Field
- Medicine
- Canadian institutions
- University of OttawaInstitute of Population and Public Health
- Funders
- not available
- Keywords
- Generalizability theoryPsychological interventionUnderpinningGuidelineSystematic reviewMedicineEvidence-based medicinePsychologyStrengths and weaknessesMEDLINEMedical educationManagement scienceAlternative medicineNursingSocial psychologyPolitical science
- Has abstract in OpenAlex
- yes