Quality Group Home Care for Adults with Developmental Disabilities and/or Mental Health Disorders: Yearning for Understanding, Security and Freedom
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: The purpose of this study was to uncover and understand factors influencing quality of care received by adults with developmental disabilities and/or mental health disorders living in group homes. METHODS: The present authors conducted a secondary analysis of data from nine focus group discussions with adults with developmental disabilities and/or mental health disorders, and their family and paid caregivers (N = 52). To focus the analysis, the present authors drew on the research literature to craft a model of quality of group home care using concepts of social inclusion and self-determination, and corresponding staff approaches that include active support and person-centred care. RESULTS: Social inclusion and self-determination for adults in group homes are facilitated by staff approaches and manifest in residents being understood and experiencing security and freedom. CONCLUSIONS: The present authors offer recommendations for group home resources, training, communication and outcome measures that promote residents' being understood and experiencing security and freedom.
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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 | 0.004 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.001 | 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