The Participation of People with Disabilities in the Workplace Across the Employment Cycle: Employer Concerns and Research Evidence
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
Despite legislation on diversity in the workplace, people with disabilities still do not experience the same access to work opportunities as do their counterparts without disabilities. Many employers have been shown to harbor sincere yet ill-founded views about the work-related abilities of people with disabilities; these negative views are often a result of interrelated concerns that permeate the entire employment cycle. In this paper, we provide evidence-based responses to 11 specific concerns that employers have about people with disabilities, from pre-employment and entry experiences to the final dissolution of the employment relationship. At each stage of the employment cycle, we summarize and evaluate the relevant empirical evidence and provide recommendations for organizations committed to creating more effective, equitable, and inclusive workplaces for all individuals. We also suggest avenues for future research.
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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 | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 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 it