From margins to mainstream: What do we know about work integration for persons with brain injury, mental illness and intellectual disability?
Why is this work in the frame?
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Full frame distilled prediction
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.
- Candidate categories
- Meta-epidemiology (narrow)
- Consensus categories
- none
- Domain
- Candidate signal: noneConsensus signal: none
- Study design
- Candidate signal: Not applicableConsensus signal: none
- Genre
- Candidate signal: ReviewConsensus signal: Review
- Teacher disagreement score
- 0.896
- Threshold uncertainty score
- 1.000
- Validation status
machine_predicted_unvalidated·codex-gemma-dda1882f352a
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
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.
- Teacher spread
- 0.328 · how far apart the two teachers sit on this one work
- Validation status
score_only:v0-immature-baseline· verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it
Abstract
Employment is a right of citizenship and a social determinant of health, but employment rates remain low for persons with disabilities. The purpose of this paper is to examine the principles and practices guiding work integration within the fields of intellectual disability (ID), brain injury, and mental illness and to identify best practices to support transitions to employment across these three groups. This integrative review drew upon an occupational perspective to analyze the current literature. Findings reveal that the need and benefits of working are recognized across disability groups but that philosophical perspectives guiding work integration differ. In the area of mental illness, recovery is seen as a process within which work plays an important role, in ID work is viewed as a planned outcome that is part of the developmental process, and in the field of brain injury, outcomes of employability and employment are emphasized. A common theme across the three disability groups is that in order to facilitate work integration, the person, the job and the work environment are important factors in need of examination. Evidence pointing to the effectiveness of the supported employment model is increasing across these three populations. A framework for guiding the development of further research and for promoting changes to support work integration is presented.
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.
The record
- Venue
- Work
- Topic
- Disability Education and Employment
- Field
- Social Sciences
- Canadian institutions
- Western UniversityQueen's UniversityMcMaster UniversityToronto Rehabilitation InstituteUniversity of Toronto
- Funders
- not available
- Keywords
- MainstreamMental illnessPsychologyIntellectual disabilityWork (physics)Traumatic brain injuryPsychiatryCommunity integrationAcquired brain injuryMedicineMental healthRehabilitationNeurosciencePhysical therapyPolitical scienceEngineering
- Has abstract in OpenAlex
- yes