Youth Perspectives on Restrictive Mental Health Placement: Unearthing a Counter Narrative
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
Though research has focused on clinical characteristics and behavioral problems of youth in out-of-home mental health placement settings, few studies have examined how adolescents and emerging adults (Arnett, 2000) experience and make sense of treatment. In this study, semistructured interviews regarding the experience of mental health placement were conducted with 12 adolescent and emerging adult participants with emotional and behavioral challenges, between the ages of 16 and 23. The participants were previously placed in residential mental health treatment centers, facilities, and inpatient hospitals. At the time of the interviews, all participants were involved in youth-run forums across New York State, through which they engage in peer-support initiatives and advocacy efforts aimed at reforming the children’s mental health system. Miles and Huberman’s suggestions for qualitative data coding (1994) were used to analyze the narratives. The participants identified salient conflicts when describing their experiences in restrictive mental health settings and also described the negative psychosocial ramifications of these experiences, including stigma and alienation. The findings suggest that by eliciting critical youth perspectives on mental health placement, a “counternarrative” emerges (Bamberg, 2004; Solis, 2004), which challenges and complicates clinically oriented discourses on youth with emotional and behavioral challenges. Implications for mental health reform and directions for future research are discussed.
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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 | 0.005 | 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 | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 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