Caregiver Understanding of Adolescent Development in Residential Treatment
Bibliographic record
Abstract
PROBLEM: Caretaker knowledge and understanding of adolescent development and its application to clinical practice with severely emotionally disturbed adolescents in residential treatment. METHODS: Twenty child-care workers and registered nurses participated in semistructured interviews analyzed using dimensional analysis, a grounded theory method. FINDINGS: Three distinct categories of caregivers were identified based on level of expertise and engagement in developmentally appropriate treatment practices: inexperienced, party-liners, and transcenders. Developmental issues identified included lack of resident preparation for puberty and staff discomfort with adolescent sexuality. CONCLUSIONS: Caregiver, institutional, and social barriers to developmentally sensitive practice were identified. Practice recommendations include direct preparation of children and adolescents in residential treatment for pubertal changes and sexual development, and careful discernment of age-appropriate and psychopathological adolescent behaviors.
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How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| 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) | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".