Out of School and Into Distress: Families of Young Adults with Intellectual and Developmental Disabilities in Transition
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 transition period out of the educational system can be a source of stress for parents of young adults with intellectual and developmental disabilities, as families lose the support and respite offered by schools. MATERIALS AND METHODS: Using a before and after design nested within a 24-month follow-up study of parents seeking adult developmental services for their children, parents' perception of distress was measured using the Brief Family Distress Scale (Journal of Child and Family Studies, 20, 2011, 521) and their perception of helpfulness of formal supports was assessed using the Family Support Scale (Journal of Individual, Family, and Community Wellness, 1, 1984, 45). RESULTS: Parents reported significantly higher levels of distress after their child transitioned out of school. Employed parents and parents of a child with an autism spectrum disorder are at increased risk for distress. CONCLUSIONS: Families fare worse once their adult children are no longer in school, although this is not associated with a reduction in the perception of the helpfulness of formal supports.
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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 | 0.003 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.000 | 0.007 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.002 | 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