Improving prevention in primary care: Evaluating the sustainability of outreach facilitation.
Bibliographic record
Abstract
OBJECTIVE: To assess the extent to which advances in preventive care delivery, achieved in primary care practices through outreach facilitation, could be sustained over time after purposefully redirecting the focus of practice physicians and staff away from prevention and toward a new content area in need of improvement-chronic illness management. DESIGN: Before-and-after study. SETTING: Primary care networks and family health networks in Ontario. PARTICIPANTS: A volunteer sample of 30 primary care practices recruited from 99 eligible sites. INTERVENTION: Outreach visits directed at modifying physician behaviour were delivered by trained nurse facilitators using practice-tailored systems strategies. For the first 12 months, the intervention focused on improving delivery of preventive care, after which facilitation of chronic illness management was introduced for another 3 to 9 months. MAIN OUTCOME MEASURES: Changes in practices' performance rates for selected preventive maneuvers (according to recommendations of the Canadian Task Force on Preventive Health Care) between baseline and follow-up, conducted 3 to 9 months after the end of the prevention intervention, measured from chart reviews for those maneuvers likely to be recorded and from telephoneinterviews with patients for lifestyle counseling. RESULTS: Four of the 30 practices dropped out of the study. In the remaining practices, at the postintervention follow-up, there was an increase in the delivery of the appropriate grade A (19.3%, 95% confidence interval [CI] 10.4% to 28.3%) and B (9.3%, 95% CI 5.4% to 13.2%) maneuvers, accompanied by a reduction in inappropriate grade D maneuvers (-15.9%, 95% CI -22.1% to -9.6%), for an absolute improvement of 12% (P < .0001) in the overall preventive care performance, as determined by a chart audit. We found no changes in the provision of lifestyle counseling maneuvers measured from telephone interviews with patients (1.3%, 95% CI 1.0% to 3.7%). CONCLUSION: The tailored, multifaceted intervention delivered by nurse facilitators was effective in producing significant improvements in preventive care performance that extended beyond the prevention intervention period.
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How this classification was reachedexpand
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 | 0.001 | 0.001 |
| 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 | 0.000 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".