What Interventions Should Pharmacists Employ to Impact Health Practitioners’ Prescribing Practices?
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
OBJECTIVE: To determine which interventions are effective in influencing health practitioners' prescribing practices and explore differences in intervention complexity, setting, sustainability, cost effectiveness, and impact on patient outcomes. METHODS: A systematic search for English-language systematic reviews was performed in MEDLINE, Cumulative Index of Nursing and Allied Health Literature, EMBASE, and the Cochrane Library from the date of inception to July 2005 using search terms in accordance with Cochrane recommendations. Included reviews were required to clearly report a search strategy, inclusion/exclusion criteria, literature assessment criteria, and methods for synthesizing or summarizing information and references. Two reviewers independently identified studies for inclusion, assessed study quality, and extracted relevant information. Interventions were classified as consistently effective, inconsistently effective, and effectiveness uncertain. RESULTS: Thirty-four of 4585 titles reviewed met the inclusion criteria. Quality scores ranged from 70% to 100%. Consistently effective interventions included reminders (manual and computerized), audit and feedback, educational outreach visits, organizational strategies, and patient-mediated interventions. Inconsistently effective interventions included computer decision support systems and educational meetings. Multi-faceted interventions were consistently shown to be more efficacious than single interventions. Limited data precluded exploration of the effects of interventions in different settings, sustainability of effect, cost effectiveness, and patient clinical outcomes. CONCLUSIONS: Interventions that are most effective for impacting prescribing practice include audit and feedback, reminders, educational outreach visits, and patient-mediated interventions. To maximize impact, pharmacists' efforts to positively impact prescribing practices should focus on these intervention types rather than relying primarily on passive didactics or dissemination of guidelines.
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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.003 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.006 | 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