Evaluating the effectiveness of a women's crisis house: a prospective observational study
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 investigate the effectiveness of the Women's Service crisis house in Croydon we performed an observational study prospectively measuring functioning, symptom severity and unmet needs before and after admission. Use of mainstream mental health services was also measured. Results Women using the service had high use of mainstream mental health services, with 137 out of 269 (51%) requiring admission to a mainstream acute ward in the 4 years studied. The service was effective with an improvement in Global Assessment of Functioning scores from a median of 48 on admission to 67 on discharge ( P <0.001). Clinical Implications The women's crisis house was effective in providing for women who required high levels of mainstream mental health services, suggesting that it provides a valuable alternative to standard in-patient care.
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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 | 0.004 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 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