How Mental Health Clinicians View Community Treatment Orders: A National New Zealand Survey
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
OBJECTIVE: To determine New Zealand mental health clinicians' views about community treatment orders, indications for their use, their benefits, problems and impact on patients and therapeutic relationships. METHOD: A national survey of New Zealand psychiatrists and a regional survey of non-psychiatric community mental health professionals for comparison. RESULTS: The great majority of NZ psychiatrists prefer to work with community treatment orders as an option. They consider they are used properly in most cases, can enhance patients' priority for care, provide a structure for treatment, support continuing contact and produce a period of stability for patients during which other therapeutic changes can occur. They consider these orders can harm therapeutic relationships, especially in the short term, but when used appropriately their overall benefits outweigh their coercive impact. The other mental health professionals surveyed have similar views. A minority of clinicians do not support their use. CONCLUSIONS: The precise impact of community treatment orders on patients' quality of life remains an open question. Until that matter is more clearly resolved, New Zealand law should continue to authorise compulsory outpatient care, provided it is carefully targeted and adequate community services are available.
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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 | 0.002 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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