Attitudes Toward Employing Persons With Disabilities: A Test of the Sympathy‐Discomfort Categories
Bibliographic record
Abstract
While persons with disabilities comprise approximately 17% of American and Canadian populations, they comprise a mere 3% of the workforce. This study examined the attitudes of 231 Canadian management undergraduates toward employing persons with disabilities. Participants were assigned to MacLean and Gannon's (1995) fourfold table of low‐high combinations of the sympathy and discomfort scales derived from the Interaction With Disabled Persons scale (IDP; Gething, 1991). Results showed that the fourfold classification of attitudes was useful in identifying differences in attitudes, as measured by the 13‐item Attitudes Toward Employing Persons With Disabilities instrument (ATEPD; Loo, 2002). Scores on the IDP and ATEPD were independent of social desirability scores. Recommendations are presented for organizations and educators to promote positive attitudes toward employees with disabilities.
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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 | 0.002 |
| 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".