Partnerships and Participation of Community Residents in Health Promotion and Prevention: Experiences of the Highfield Community Enrichment Project (Better Beginnings, Better Futures)
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
We provide a description and analysis of the role of partnerships between community residents and service-providers in planning and implementing a health promotion/prevention programme for children and families. The context for this study is the Highfield Community Enrichment Project, a multi-component, community-based promotion/prevention project operating in Toronto, Ontario, Canada. The nature and amount of resident participation in this project are described, as well as barriers to resident participation and strategies to reduce those barriers. The findings are interpreted in terms of empowerment and partnership theory, and the implications of these findings for involving citizens from low-income communities in planning promotion/prevention programmes are discussed.
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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 | 0.014 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.002 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.005 |
| 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