Perceptions of the social determinants of health by two groups more and less affiliated with public health in Canada
Bibliographic record
Abstract
BACKGROUND: Despite strong academic recognition of the SDOH both in Canada and internationally, acknowledgement and uptake of the SDOH in health policy and public consciousness have remained weak. This paper aims to discern reasons for limited action on the SDOH by examining the perceptions of the SDOH held by two groups more and less affiliated with public health in Canada.We conducted formal consultation with group members on their interpretation of the SDOH and their thoughts on the nature and basis of differences between those more and less aligned with the SDOH as a basis for action. Thematic analysis was used to evaluate the views of the two groups. FINDINGS: Group 1 (community/public health workers) felt overwhelmed when confronted with questions regarding action on the SDOH within the context of their professional lives. They suggested an expanded list of health determinants that included factors such as voluntarism and happiness, transcending traditional notions of "root causes." Furthermore, they did not articulate value-based reasons why others would oppose the SDOH; rather, in line with their professional roles, they adopted a value-neutral and pragmatic approach to working to improve health. Group 2 (child and youth advocacy organization members) seemed rooted in the 1986 Ottawa Charter for Health Promotion framework, with their recommendations aligned with strategies such as building healthy public policy and reorienting health services. Neither group made reference to issues of social justice or inequity when they made suggestions for improving health. CONCLUSIONS: We found that two groups with different affiliations to formal public health could discuss the SDOH without acknowledging the inequitable distribution of power and resources that lies at its root. We also found that those working in public health had difficulty moving beyond individual actions that they or their clients could take to improve health. For a group more focused on advocacy than direct service provision, the Ottawa Charter framework seemed more easily suited to their recommendations for action than suggesting actions that would address the SDOH. Our findings indicate that there remains work to be done in terms of translating the SDOH concept into action in Canada.
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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 | 0.004 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 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 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".