Living in a Glasshouse: Exploring Occupational Alienation
Bibliographic record
Abstract
BACKGROUND: Community mental health care has shifted focus from resettlement to empowerment, reflecting a wider agenda for social inclusion. PURPOSE: This study evaluated mental health day services from the perspectives of thirty-nine clients. METHOD: Data analysis of the four focus groups explored the implications for occupational therapy. The data collected were subjected to constant comparative analysis and theoretical sampling. RESULTS: Participants described how mental health day services structured their day and enabled access to support networks. However, many perceived aspects of the services as fostering their dependence and threatening sessions they valued. This dependency led to them feeling alienated and wishing to seek greater influence over decisions about their current and future life. The concept of occupational alienation was used to further interpret their situation. PRACTICE IMPLICATIONS: Occupational therapy could overcome occupational alienation experienced by mental health day service clients, through the development of services within and beyond day services which promote a sense of belonging and offers meaningful occupation.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot 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.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.007 | 0.009 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.002 | 0.001 |
| Science and technology studies | 0.016 | 0.019 |
| Scholarly communication | 0.006 | 0.004 |
| Open science | 0.002 | 0.015 |
| Research integrity | 0.002 | 0.003 |
| 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".