Evaluation of a Respiratory Health Program for Farmers and Their Families
Bibliographic record
Abstract
Occupational exposures to organic dusts, gases, welding fumes and agricultural chemicals result in farmers' increased risk of respiratory health problems compared to other workers. The Respiratory Health Program for Saskatchewan farmers addresses the difficulties of delivering an occupational health program to a sparsely distributed population on the Prairies. We summarized their pulmonary function and respiratory health by spirometry and questionnaire respectively. The necessity of the program was demonstrated by the frequency of lower than predicted pulmonary function tests and referrals to family physicians (1996 through 1999). Age, years in farming, usual cough, wheezing on most days and nights, bringing up phlegm from the chest, breathlessness, and cigarette smoking were associated significantly with pulmonary function results. We evaluated the Respiratory Health Program (1994 through 2000) with respect to acceptability, accessibility, appropriateness, continuity, effectiveness, efficiency, and risk/safety by using questionnaires and evaluations by farm families.
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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 | 0.007 | 0.010 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 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".