Development of an Ecological Assessment Tool for a Workplace Physical Activity Program Standard
Bibliographic record
Abstract
This project was undertaken to develop a Workplace Physical Activity Assessment Tool to evaluate workplace physical activity programs based on a standard of best practices indicated in the literature and by key stakeholders. The development of the Assessment Tool was structured on an ecological model for health and physical activity promotion and an occupational health and safety audit instrument. The project included a review and synthesis of pertinent literature, expert and stakeholder reviews, interrater reliability appraisals, and workplace consultations over three distinct study phases. The Assessment Tool was received positively by the expert reviewers (i.e., academics, policy makers, and practitioners) and revealed generally high interrater reliability. The Workplace Physical Activity Assessment Tool can be used to plan, implement, and evaluate physical activity programs in the workplace. Recommendations for future research are identified.
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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 | 0.087 | 0.127 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.013 | 0.005 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.005 | 0.005 |
| Open science | 0.003 | 0.004 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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".