The History of Saskatchewan’s Public Health Association Policy Initiatives, 1954–86: A Regional Comparison for Preventative Health Policy Work in Canada
Bibliographic record
Abstract
After the Second World War, health prevention work in Canada shifted from a focus on sanitation and hygiene to illness prevention and health promotion. Canada became a significant global leader, beginning with the Lalonde Report of 1974. Yet less is known about the provincial public health associations and how their work differed from that of the national body. The purpose of this article is to examine the Saskatchewan Public Health Association's (SPHA) policy work from 1954 to 1986. Utilizing meeting minutes and newsletters, we found that while both national and provincial associations made efforts to prevent accidents, reduce tobacco use, and fluoridate water, the SPHA tended to advocate more for child health, and the cautious use of nuclear power. At the same time, the SPHA's resolutions tended to ignore emerging factors shaping health, including the social determinants of health, regional inequities, lack of public trust in experts, misinformation, and human psychology. Examining the SPHA's records revealed that region mattered in preventative policy work.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.001 |
| Bibliometrics | 0.006 | 0.014 |
| Science and technology studies | 0.025 | 0.007 |
| Scholarly communication | 0.008 | 0.002 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.002 | 0.004 |
| Insufficient payload (model declined to judge) | 0.007 | 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 source (direct Gemma or distilled Codex), 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".