Shaking out the cobwebs: insights into community capacity and its relation to health outcomes
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
The authors are health promotion and community development practitioners in the David Thompson Health Region of rural central Alberta, [Canada]. Like our peers, we struggle to carry out our practice in a way that honours the underlying values and principles of health promotion. Our experiences with two Regional health promotion programs over the past five years have led us to conclude that we must adopt and refine an emphasis upon community capacity building in our work. In this paper, community capacity building is defined and its importance for the work of health promotion and community development practitioners is outlined. We provide an overview of the literature on this subject and on related concepts such as asset based development, community competence, social capital, and civic infrastructure. Finally, we indicate some directions for further research. Ultimately, our work should provide guidance on how to deliver health promotion in order to more effectively strengthen and empower communities.
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 | 0.013 | 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 | 0.037 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.000 | 0.011 |
| 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