Finding and sustaining employment: A qualitative meta-synthesis of mental health consumer views
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.
Bibliographic record
Abstract
Background The viewpoints of employed people experiencing mental ill-health receive limited attention in reviews of employment-related research. Purpose To identify implications from studies investigating the employment-related views of people with persistent mental ill-health to guide the further development of employment supports available to this group. Methods Published qualitative studies between 1998 and 2008 were searched, resulting in 20 studies for qualitative metasynthesis. Findings Four themes were synthesized from the findings:(a) employment has varied meanings, benefits, and drawbacks to weigh up; (b) strategies for maintaining employment and mental health are important and both require ongoing, active self-management; (c) diverse supports within and beyond the workplace are helpful; and (d) systemic issues add to the employment barriers. Implications Strategies based on these themes highlight how occupational therapists could initiate improvements in employment support and mental health services to increase their success in enabling satisfying and sustainable employment.
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Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.005 | 0.001 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.003 | 0.000 |
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.
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