Parent-Mediated Targeted Intervention for Young Children at Risk for Autism Spectrum Disorder
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
Interventions for young children at risk for autism spectrum disorder (ASD) may improve key developmental skills and remediate early ASD signs. Parents of 3 children (19, 23, and 26 months old) showing possible early signs of ASD participated. The Parent Observation of Early Markers Scale (POEMS) identified specific child concerns confirmed in baseline observations. Multiple baseline designs across parent and child behaviors evaluated a parent-mediated behavioral intervention, called Parent Intervention for Children At-Risk for Autism (PICARA), to increase targeted developmental skills (e.g., responding to name, imitation, requesting). Parents received individual behavioral skills training in their home 1 hr per week over 12, 18, and 29 sessions, respectively, based on the number of child skills trained and child performance. All parent and child skills improved and were maintained at the 46-, 12-, and 6-week follow-up periods, respectively. With training, parents of young children at risk for ASD may be able to improve child skills deficits often seen in children with ASD.
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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 | 0.001 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| 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