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Record W4403976890 · doi:10.1371/journal.pone.0313295

Exploring the employment experiences of young adults with multiple minoritized identities: A qualitative study focusing on race and non-apparent disabilities

2024· article· en· W4403976890 on OpenAlexafffund
Sally Lindsay, Natanela Dain, Shaelynn Hsu

Bibliographic record

VenuePLoS ONE · 2024
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsHolland Bloorview Kids Rehabilitation HospitalToronto Rehabilitation InstituteUniversity of Toronto
FundersCanadian Institutes of Health ResearchUniversity of TorontoSocial Sciences and Humanities Research Council of CanadaBloorview Research Institute
KeywordsQualitative researchRace (biology)GerontologyPsychologyGender studiesMedicineSociology

Abstract

fetched live from OpenAlex

Youth with disabilities often encounter many challenges in securing employment. Although the common barriers that youth face are well documented, little is known about the experiences of youth who have multiple minoritized identities in finding and maintaining employment. Youth with disabilities who belong to racial minoritized groups may encounter ableism and racism and other forms of discrimination at work. Exploring the experiences of racial minoritized youth with non-apparent disabilities is important given the growing concern about social inequities that are linked to disadvantage and differential access to resources such as employment. We used a qualitative design involving semi-structured interviews with 19 youth (13 women, 3 non-binary, 3 men), aged 17-30 (mean 23.5 years). An inductive thematic analysis was applied to analyze the data. We identified the following themes: (1) challenges finding and maintaining employment; (2) the extent of safety and comfort with disclosing minoritized identities in the workplace (i.e., comfortable disclosing; uncomfortable disclosing; did not need to disclose and/or hiding identities); (3) workplace discrimination based on minoritized identities (i.e., ableism, racism, ableist racism, gendered ableism, racist and gendered ableism); (4) impact of discrimination (i.e., negative affective outcomes, social and work adjustment, impact on professional development) and coping strategies (i.e., advocacy, networking, peer support); and (5) advice for youth and employers. Our study highlights the extent of racism and ableism that racial minoritized youth with non-apparent disabilities experience in the workplace and the importance of rehabilitation clinicians supporting their inclusion.

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)0.005
metaresearch head score (Gemma)0.006
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 score0.016
Threshold uncertainty score0.032

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0050.006
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0080.005
Scholarly communication0.0030.002
Open science0.0010.004
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 head0.154
GPT teacher head0.365
Teacher spread0.211 · 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
Published2024
Admission routes2
Has abstractyes

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