The relationship between meeting workplace accommodation needs and job disruptions among Canadians working with disabilities: A cross-sectional analysis
Bibliographic record
Abstract
OBJECTIVE: This research explores whether having accommodation needs met reduces job disruptions. METHODS: A cross-sectional survey (n = 955) of Canadians working with physical and/or mental/cognitive disabilities was used to assess the association between having workplace accommodations (ie, flexibility, modifications) needs met and four types of job disruptions. Analyses used marginal effects models to adjust for demographic and work context variables. RESULTS: Participants with work modification needs met had a 7.7% decrease in lost work time. Participants with workplace flexibility needs met had a 9.9% increase in lost work time. Having workplace flexibility or modification needs met were not associated with the other job disruption outcomes. CONCLUSIONS: Modifications may help to reduce lost work time for workers with disabilities. Flexibility may increase lost time, which is explained by it enabling workers to attend to personal needs during working hours.
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How this classification was reachedexpand
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 teacher head, 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".