Involuntary Outpatient Commitment, Community Treatment Orders, and Assisted Outpatient Treatment: What's in the Data?
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: Involuntary outpatient commitment (OPC), also referred to as community treatment orders or assisted outpatient treatment, is a legal intervention intended to improve treatment adherence among persons with serious mental illness. This paper reviews the empirical literature on the procedure's effectiveness. METHODS: We identified and reviewed all English-language studies of OPC and related procedures available in Medline and other bibliographic search services. RESULTS: Existing naturalistic and quasi-experimental studies, taken as a whole, moderately support the view that the procedure is effective, although all do have methodological limitations. Two randomized controlled studies of OPC have conflicting findings and are reviewed in detail. CONCLUSIONS: On balance, empirical studies support the view that OPC is effective under certain conditions, although some of the evidence has been contested and the policy remains controversial.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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) | 0.001 | 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 | 0.002 | 0.000 |
| Research integrity | 0.001 | 0.002 |
| 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