Evaluation of a Workplace Disability Prevention Intervention in Canada: Examining Differing Perceptions of Stakeholders
Bibliographic record
Abstract
INTRODUCTION Workplace disability prevention is important, but stakeholders can differ in their appreciation of such interventions. We present a responsive evaluation of a workplace disability prevention intervention in a Canadian healthcare organization. Three groups of stakeholders were included: designers of the intervention, deliverers, and workers. The aim was to examine the appreciation of this intervention by analyzing the discrepancies with respect to what these various stakeholders see as the causes of work disability, what the intervention should aim at to address this problem, and to what extent the intervention works in practice. METHODS A qualitative research method was used, including data-triangulation: (a) documentary materials; (b) semi-structured interviews with the deliverers and workers (n = 14); (c) participatory observations of group meetings (n = 6); (d) member-checking meetings (n = 3); (e) focus-group meetings (n = 2). A grounded theory approach, including some ethnographic methodology, was used for the data-analysis. RESULTS Stakeholders' perceptions of causes for work disability differ, as do preferred strategies for prevention. Designers proposed work-directed measures to change the workplace and work organizations, and individual-directed measures to change workers' behaviour. Deliverers targeted individual-directed measures, however, workers were mostly seeking work-directed measures. To assess how the intervention was working, designers sought a wide range of outcome measures. Deliverers focused on measurable outcomes targeted at reducing work time-loss. Workers perceived that this intervention offered short-term benefits yet fell short in ensuring sustainable return-to-work. CONCLUSION This study provides understanding of where discrepancies between stakeholders' perceptions about interventions come from. Our findings have implications for workplace disability prevention intervention development, implementation and evaluation criteria.
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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 | 0.034 | 0.040 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.002 |
| Science and technology studies | 0.016 | 0.004 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.003 | 0.005 |
| Research integrity | 0.002 | 0.002 |
| 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".