From Theory to Practice: A Determinants Approach to Workplace Health Promotion in Small Businesses
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
A determinants approach to workplace health promotion focuses on the sources of health and ill health in the workplace itself. Key practice requirements of such an approach include the capacity to shift focus beyond the individual to the work environment, to cross disciplinary and jurisdictional boundaries in identifying problems and solutions, to foster health promotion self-sufficiency within the workplace, to enable worker participation in the process, and to adapt practice strategies to a business setting. This article identifies the challenges of such practice by reference to the experiences of health promoters in a Canadian public health department who attempted a determinants-centered stress reduction program for small-sized businesses. Findings under-score the significance for workplace health promotion of the broader structural context in which the workplace and the intervention are located, of differing perspectives between health professionals and workplace parties, and of conflicting professional accountabilities. Possibilities for addressing these challenges are considered.
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 | 0.020 | 0.016 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.003 |
| Insufficient payload (model declined to judge) | 0.000 | 0.002 |
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