Creating safer and healthier workplaces: Role of organizational factors and job characteristics*
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
BACKGROUND: A comprehensive understanding of workplace organizational risk factors for illness and injury and interventions to alleviate these factors is important for workplace prevention efforts. METHODS: We summarize the evidence for the role of workplace organizational factors and work factors in occupational health and safety (OHS). To the extent possible, we concentrate on factors at the level of the workplace, rather than the level of the individual. RESULTS: Three types of outcomes are considered: injuries, ill-health, and musculoskeletal problems; and we note the evidence for their relationship to work. We review workplace interventions intended to alleviate each type of outcome and note methodological limitations of previous research. CONCLUSIONS: Despite the methodological limitations, the balance of the literature supports the work-relatedness of the three types of outcomes, although questions remain about exact mechanisms and the effectiveness of specific interventions. We discuss barriers to and incentives for creating safer and healthier workplaces.
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 | 0.002 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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) | 0.001 | 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 it