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Record W1953511693 · doi:10.3233/wor-2004-00394

Consumer participation in the employment rehabilitation process: Contextual factors and implications for practice

2004· article· en· W1953511693 on OpenAlex

Why this work is in the frame

A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.

affAt least one author lists a Canadian institution in the pinned OpenAlex snapshot.

Bibliographic record

VenueWork · 2004
Typearticle
Languageen
FieldSocial Sciences
TopicDisability Education and Employment
Canadian institutionsWestern University
Fundersnot available
KeywordsRehabilitationCitizen journalismProcess (computing)Work (physics)PsychologyVocational educationPublic relationsOccupational therapyParticipatory action researchSupported employmentIndependent livingVocational rehabilitationBusinessApplied psychologyMedical educationMarketingMedicineSociologyPedagogyGerontologyPolitical scienceEngineeringComputer science

Abstract

fetched live from OpenAlex

Rehabilitation models of practice have emerged that offer persons' with disabilities opportunities to have an active role in the work entry or re(entry) process. Despite the growth and interest in empowering client involvement in practice, consumer views on the determinants of participation are not fully understood. Thus, consumer feedback on using a self-directed approach to employment rehabilitation was elicited to identify factors integral to their participation in the process. Focus groups were conducted with 35 adult consumers with developmental, mental health, physical and learning disabilities to gain insights into their involvement in a participatory approach to find employment. Content analysis of data revealed barriers and facilitators, which hindered or enabled consumer involvement in the vocational service process. This article discusses the importance of considering issues across the rehabilitation system, practice and lived contexts when implementing participatory approaches in vocational rehabilitation settings.

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.

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)0.001
metaresearch head score (Gemma)0.004
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Observational · Consensus signal: Observational
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.269
Threshold uncertainty score0.434

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.004
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
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 head0.063
GPT teacher head0.432
Teacher spread0.369 · 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