Individuals' experiences of involuntary admissions and preserving control: qualitative 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
BACKGROUND: A theoretical model of individuals' experiences before, during and after involuntary admission has not yet been established. AIMS: To develop an understanding of individuals' experiences over the course of the involuntary admission process. METHOD: Fifty individuals were recruited through purposive and theoretical sampling and interviewed 3 months after their involuntary admission. Analyses were conducted using a Straussian grounded theory approach. RESULTS: The 'theory of preserving control' (ToPC) emerged from individuals' accounts of how they adapted to the experience of involuntary admission. The ToPC explains how individuals manage to reclaim control over their emotional, personal and social lives and consists of three categories: 'losing control', 'regaining control' and 'maintaining control', and a number of related subcategories. CONCLUSIONS: Involuntary admission triggers a multifaceted process of control preservation. Clinicians need to develop therapeutic approaches that enable individuals to regain and maintain control over the course of their involuntary admission. DECLARATION OF INTEREST: None.
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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) | 0.000 | 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 | 0.000 |
| 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 it