Service innovations: a service for the homeless with mental illness in Aberdeen
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
Aims and Method To evaluate the first 3 years of a newly developed service for the homeless mentally ill in Aberdeen. All 86 referrals to the service between 1996 and 1999 were reviewed. Results The majority of referrals came from social care staff and self-referrals. Half were diagnosed as having severe and enduring mental illness and of these one-quarter (11 cases) were engaged in long-term psychiatric care. A total of 744 in-patient days were required, only one admission was a compulsory detention. Clinical Implications It has proven possible to identify and engage with a number of homeless individuals who have untreated serious mental illness by setting up a small dedicated service that has close links with an established adult mental health team and which establishes close working relationships with colleagues in social care settings.
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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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 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