Building Capacity for Heart Health Promotion: Results of a 5-Year Experience in Nova Scotia, Canada
Why this work is in the frame
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Bibliographic record
Abstract
PURPOSE: To present the outcomes of a capacity-building initiative for heart health promotion. DESIGN: Follow-up study combining quantitative and qualitative methods. SETTING: The Western Health Region of Nova Scotia, Canada. SUBJECTS: Twenty organizations, including provincial and municipal agencies and community groups engaged in health, education, and recreation activities. INTERVENTION: Two strategies were used for this study: partnership development and organizational development. Partnership development included the creation of multilevel partnerships in diverse sectors. Organizational development included the provision of technical support, action research, community activation, and organizational consultation. MEASURES: Quantitative data included number and type of partnerships, learning opportunities, community activation initiatives, and organizational changes. Qualitative data included information on the effectiveness of partnerships, organizational consultation, and organizational changes. RESULTS: Results included the development of 204 intersectoral partnerships, creation of a health promotion clearinghouse, 47 workshops attended by approximately 1400 participants, diverse research products, implementation of 18 community heart health promotion initiatives, and increased organizational capacity for heart health promotion via varied organizational changes, including policy changes, fund reallocations, and enhanced knowledge and practices. CONCLUSIONS: Partnership and organizational development were effective mechanisms for building capacity in heart health promotion. This intervention may have implications for large-scale, community-based, chronic-disease prevention projects.
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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 | 0.009 | 0.002 |
| 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 | 0.000 |
| 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