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Record W7055959274

Discriminatory Behaviours Towards Employees with Disabilities: An Inductive Empirical Legal Research Approach to Ontario Human Rights Tribunal Cases

2022· other· en· W7055959274 on OpenAlexaboutno aff

Bibliographic record

VenueYork University Digital Library (York University) · 2022
Typeother
Languageen
FieldPhysics and Astronomy
TopicMagnetic confinement fusion research
Canadian institutionsnot available
Fundersnot available
KeywordsExcuseReasonable accommodationConstruct (python library)Empirical researchConstructiveTribunalHuman rightsAccommodation
DOInot available

Abstract

fetched live from OpenAlex

Researchers have devised various methods to gauge employers perceptions of employees with disabilities. Most of these methods involve employer self-reports, with only a few studies examining the behaviour of employers. This study applied a unique, untapped data setdecisions from the Human Rights Tribunal of Ontariothat captures retrospective information on the behaviour of employers. Forty-three decisions were analyzed, resulting in 16 cases with findings of discrimination, which were further coded and analyzed for iterative, emergent patterns of employer behaviour and for how employers socially construct disability.\n\nThe first objective of the research was to discern patterns of employer behaviours towards employees with disabilities. Six patterns emerged from the data. First, employers deployed ten different explanations to excuse their discriminatory behaviour: (1) the employee had a high incidence of absenteeism, (2) the employee had abandoned their job, (3) the employees behaviour was inappropriate, (4) the employee was in the probationary period and could be fired at will, (5) the employee violated the employers zero-tolerance policy, (6) the employers decision to terminate was made before the disability was disclosed, (7) the employees safety was at risk, (8) the medical documentation provided did not provide sufficient information, (9) the employees performance was poor, and (10) employee had discipline issues. Second, all the accommodation requests ended with the ultimate employment penaltytermination of the employees employment, constructive termination, or resignation. Third, it was found that a significant number of the employees experiencing discrimination had either a combination of mental health issues, hidden disabilities, or precarious employment. Fourth, contact theory (Allport 1954) posits that contact between different groups will lead to attitude change, diminish intergroup prejudice and improve intergroup harmony. Contrary to contact theory, experience with an employee with a disability did not arrest the employers discriminatory behaviours. Fifth, the experience in these cases is contrary to the theory that suggests that organisations with more flexible structures are more likely to accommodate employees with disabilities (Baumgrtner, Dwertmann, Boehm and Bruch 2015). Lastly, unlike Beatty et al. (2019) findings that large, public-sector and unionised organisations are more inclusive, in the cases here, the size of the organisation, the presence of a union or the presence of human resource capacity in the organisation did not mediate inclusion and responsiveness to disability needs.\n\nThe second objective of this research was to examine how employers socially construct employees with disabilities. Employers excuses socially construct employees with disabilities in pejorative ways. Moreover, the workplace is comprised of layers of social constructions (constructive discrimination, harassment, denial of nonapparent disabilities, construction of organisational culture, construction of psychological safety and organisational justice climates, notions of the standard worker, leadership style, belief in a just world, trust).\n\nThe most significant conclusion is that discrimination was not driven by financial costs related to accommodations or other reasons employers typically give to explain their discriminatory behaviour. Most accommodation requests involved modifications of the scheduling but not financial outlays. When expense was required, none of the accommodations resulted in an undue hardship. However, it is hypothesised that discrimination of these employees results from managers implicit presumption that managing employees with disabilities would consume inordinate amounts of managers time. In reality, some accommodations might require additional manager time, such as flexible scheduling but no time commitment remotely approaching undue hardship.\n\nThe implication is that misinformation about managers time commitments to manage employees with disabilities adds a layer of complication in creating disability confident employers, particularly as it likely operates at an unconscious level.

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.

How this classification was reachedexpand

Full frame machine prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.019
metaresearch head score (Gemma)0.052
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Qualitative · Consensus signal: Qualitative
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.328
Threshold uncertainty score0.659

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0190.052
Meta-epidemiology (narrow)0.0000.001
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0090.008
Science and technology studies0.0150.016
Scholarly communication0.0060.003
Open science0.0030.007
Research integrity0.0010.002
Insufficient payload (model declined to judge)0.0020.000

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.

Opus teacher head0.061
GPT teacher head0.269
Teacher spread0.209 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designQualitative
Domainnot available
GenreEmpirical

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".

Quick stats

Citations0
Published2022
Admission routes1
Has abstractyes

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