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Record W4313424417 · doi:10.3233/wor-211343

Workplace inclusion: A scoping review of the qualitative literature

2022· review· en· W4313424417 on OpenAlexaff
Mana Rezai, Sally Lindsay, Hiba Ahmed, Abirami Vijayakumar

Bibliographic record

VenueWork · 2022
Typereview
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsUniversity of TorontoHolland Bloorview Kids Rehabilitation Hospital
Fundersnot available
KeywordsInclusion (mineral)ConceptualizationThematic analysisQualitative researchPsychologyInterpersonal communicationSocial psychologyApplied psychologyPublic relationsSociologyPolitical scienceSocial scienceComputer science

Abstract

fetched live from OpenAlex

BACKGROUND: An inclusive workplace culture supports and values the individual and collective work processes of workers from diverse backgrounds. The reality or perception of inclusion or exclusion at work can influence the social functioning, health, and well-being of workers. However, we lack knowledge about the concepts relevant to inclusion at the workplace. Furthermore, research is needed to better understand the drivers and obstacles to workplace inclusion to better promote participation in working life. OBJECTIVE: This scoping review of the qualitative literature identifies the barriers to and facilitators of workplace inclusion. METHODS: Systematic searches of five databases were conducted from 2000 to January 2020. Pairs of reviewers independently screened and reviewed all citations and full-text articles. We used Arksey and O'Malley's scoping review framework which advances through five stages. Barriers and facilitators of workplace inclusion were categorized relative to a multi-layered conceptualization of workplace inclusion and grouped by theme. Studies were described and thematic results totaled and communicated with evidence tables and conceptual maps. RESULTS: Thirty-nine qualitative studies met our inclusion criteria. All five domains of the multi-layered framework were represented by the reported shared experiences of study participants. Organizational level factors, especially attitudinal barriers were the most reported barriers to workplace inclusion. Facilitators of workplace inclusion focused on employer level factors and most often cited the role of inclusive leadership and support. CONCLUSION: Workplace inclusion requires consideration of societal, organizational, employer, and interpersonal level factors in addition to individual worker characteristics.

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)0.109
metaresearch head score (Gemma)0.202
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: none
GenreCandidate signal: Review · Consensus signal: Review
Teacher disagreement score0.109
Threshold uncertainty score0.574

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.1090.202
Meta-epidemiology (narrow)0.0020.002
Meta-epidemiology (broad)0.0060.004
Bibliometrics0.0470.049
Science and technology studies0.0050.004
Scholarly communication0.0060.009
Open science0.0040.008
Research integrity0.0030.002
Insufficient payload (model declined to judge)0.0050.001

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 head0.149
GPT teacher head0.514
Teacher spread0.366 · 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
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

Citations11
Published2022
Admission routes1
Has abstractyes

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