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Record W2299396629 · doi:10.1111/1440-1630.12237

Work participation for people with severe mental illnesses: An integrative review of factors impacting job tenure

2016· review· en· W2299396629 on OpenAlexaff
Anne Williams, Ellie Fossey, Marc Corbière, Tamar Paluch, Carol Harvey

Bibliographic record

VenueAustralian Occupational Therapy Journal · 2016
Typereview
Languageen
FieldMedicine
TopicSchizophrenia research and treatment
Canadian institutionsUniversité du Québec à Montréal
Fundersnot available
KeywordsWorkforceMental illnessThematic analysisSupported employmentMental healthPsychologyPsychological interventionVocational educationWorkforce developmentPopulationWork (physics)NursingMedicineQualitative researchPsychiatryPolitical scienceSociologyEnvironmental health

Abstract

fetched live from OpenAlex

BACKGROUND: Enabling people with severe mental illness to sustain employment remains a challenge. This is despite most wishing to be employed, and the development of effective vocational interventions and employment supports for this population. To better understand how to enable their sustained involvement in the workforce, this review sought to identify, analyse and summarise studies investigating the factors that impact the job tenure of workers with severe mental illness, irrespective of the type of employment support they received. METHODS: An integrative literature review approach was employed to locate, appraise and synthesise quantitative and qualitative research focused on job tenure published in the 20 years up to 2013. Findings from nineteen studies were extracted and integrated using thematic analytic strategies. RESULTS: Job tenure was mostly conceptualised across the reviewed studies as time spent in individual jobs rather than as ongoing participation in the workforce. Three themes describe the factors contributing to job tenure: (1) the worker's experience of doing the current job; (2) natural supports in the workplace; and (3) strategies for integrating work, recovery and wellness, each of which could either support or impede ongoing employment. CONCLUSION: Occupational therapists, other vocational specialists and mental health staff can use these factors as a guide to supporting people with severe mental illness in employment. More detailed examination of job tenure is required in future research not only on job duration but also on the quality of jobs held, their value for career development and the role of services in supporting tenure.

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)0.007
metaresearch head score (Gemma)0.018
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 score0.010
Threshold uncertainty score0.036

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0070.018
Meta-epidemiology (narrow)0.0010.001
Meta-epidemiology (broad)0.0020.003
Bibliometrics0.0100.009
Science and technology studies0.0010.001
Scholarly communication0.0040.003
Open science0.0010.002
Research integrity0.0020.001
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 head0.150
GPT teacher head0.466
Teacher spread0.316 · 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

Citations67
Published2016
Admission routes1
Has abstractyes

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