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Record W7028173311

Employment opportunities and job accessibility of disabled persons: an analysis of the law and practice in selected jurisdictions

2021· article· en· W7028173311 on OpenAlexaboutno aff

Bibliographic record

VenueThe International Islamic University Malaysia Repository (The International Islamic University Malaysia) · 2021
Typearticle
Languageen
FieldAgricultural and Biological Sciences
TopicPlant Diversity and Evolution
Canadian institutionsnot available
Fundersnot available
KeywordsGainful employmentDisabled peopleGovernment (linguistics)Reasonable accommodationSubsidyEmployment discriminationWageEqual employment opportunity
DOInot available

Abstract

fetched live from OpenAlex

In general, employers are not keen to hire or retain persons with disabilities by giving various reasons. On the other hand, it is a universally recognised principle that all persons must be given equal opportunity to engage in gainful employment and this should include the disable persons. In view of that many jurisdictions across the globe passed legislations to ensure the employment of persons with disabilities and protect them from discrimination on the grounds of their disabilities in employment. Accordingly, this paper aims at evaluating the employment opportunities and job accessibility available to disabled persons mainly under Malaysian laws and briefly in selected jurisdictions such as the United Kingdom (UK), the United States (US) and Canada. It is found that albeit the Malaysian Persons with Disabilities Act 2008 advocates for better employment opportunities and accessibility of disabled employees, the Act however have not adopted words such as ‘discriminate’ or ‘protection of persons with disability against discrimination’. Therefore, it is proposed that there is a need to legislate a workplace discrimination law which should prohibit inter alia, discrimination against the disabled persons either when seeking employment or in the workplace. In addition, there is an urgent need to amend art 8(2) of the Malaysian Federal Constitution, firstly, to explicitly prohibit discrimination on the grounds of disability, and secondly, to extend its application to employees in all sectors regardless of whether it is public and private sector. Finally, it is suggested that the Malaysian government should initiate Wage Subsidy Programs to encourage the employment of persons with disability

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 distilled prediction

Teacher imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.584
Threshold uncertainty score0.999

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.001
Science and technology studies0.0000.001
Scholarly communication0.0000.001
Open science0.0010.001
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0000.000

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 head0.019
GPT teacher head0.216
Teacher spread0.197 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designObservational
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
Published2021
Admission routes1
Has abstractyes

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