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Record W4307773084 · doi:10.3233/wor-220129

Workplace accommodations during the COVID-19 pandemic: A scoping review of the impacts and implications for people with disabilities

2022· review· en· W4307773084 on OpenAlexafffund
Kristina Fuentes, Sally Lindsay

Bibliographic record

VenueWork · 2022
Typereview
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsToronto Rehabilitation InstituteUniversity of TorontoHolland Bloorview Kids Rehabilitation Hospital
FundersSocial Sciences and Humanities Research Council of CanadaCanadian Institutes of Health ResearchUniversity of Toronto
KeywordsCoronavirus disease 2019 (COVID-19)Pandemic2019-20 coronavirus outbreakSevere acute respiratory syndrome coronavirus 2 (SARS-CoV-2)PsychologyMedicineVirologyOutbreak

Abstract

fetched live from OpenAlex

BACKGROUND: The COVID-19 pandemic has led to widespread changes in the way people work. Some of these changes represent the same kinds of work modifications or adjustments that have often been requested as workplace accommodations, and which may improve labour market and employment outcomes for people with disabilities. OBJECTIVE: The aim of this scoping review was to examine the literature on workplace accommodations in the pandemic and their impacts and implications for people with disabilities. METHODS: Following a search of six international databases, articles were selected by two reviewers, and data were abstracted in accordance with scoping review methodology. A thematic analysis was used to report the relevant findings. RESULTS: Thirty-seven articles met the inclusion criteria, and three main themes were identified: positive impacts of pandemic-related workplace accommodations on people with disabilities (e.g., improved accessibility, reduced stigma around workplace accommodations, rapid implementation of workplace accommodations, opportunities for advocacy); negative impacts (e.g., worsened physical and mental health, new accommodation needs); and action needed and recommendations (e.g., revisit legislation and policy on accommodations, ensure representation of people with disabilities). Overall, our review identified a mixed assessment of the impacts of pandemic-related accommodations on people with disabilities. However, there was a broader consensus regarding the importance of learning from the experiences of the pandemic to improve workplace accommodation policies in the future. CONCLUSIONS: The pandemic may present opportunities for improving workplace accommodation policies, but our review also highlights the need for more research examining how workplace changes due to the COVID-19 pandemic have impacted people with disabilities.

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)0.014
metaresearch head score (Gemma)0.067
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Systematic review · Consensus signal: Systematic review
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.019
Threshold uncertainty score0.075

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0140.067
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.004
Bibliometrics0.0100.011
Science and technology studies0.0020.002
Scholarly communication0.0050.005
Open science0.0020.003
Research integrity0.0040.003
Insufficient payload (model declined to judge)0.0040.000

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 head0.180
GPT teacher head0.460
Teacher spread0.280 · 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 designSystematic review
Domainnot available
GenreReview

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

Citations22
Published2022
Admission routes2
Has abstractyes

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