Functional Communication Profiles of Children and Youth with Autism: A Roadmap to Therapeutic and Educational Interventions
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: Autism spectrum disorder (ASD) entails varied developmental pathways along the entire lifespan, demanding early and ongoing diverse and responsive interventions to children's needs. This study examined in situ education and development attained by children and youth with ASD in a school with a therapeutic and educational curriculum. OBJECTIVES: (1) Construct individual communication profiles in educational and developmental aspects. (2) Examine for associations between variables. (3) Demonstrate the clinical and educational utility of including cognitive-linguistic integrative variables. (4) Showcase how the profiles guide interventions tailored to students' individual needs. METHODS: Functional communication profiles (FCPs) of 21 students, aged 5.0-16.8 years, mostly from bilingual middle-high socioeconomic status families, were constructed with input from their educational and therapeutic staff. Students' performance was examined with an array of instruments and tasks, including person and clock drawings, false belief, and bouba-kiki metaphor screens. Qualitative and quantitative analyses were performed to uncover associations, weaknesses, and strengths. RESULTS: The profiles revealed associations between cognitive, linguistic, social, and educational abilities, indicating that some abilities from different domains tend to co-occur. CONCLUSIONS: Including cognitive linguistic integrative variables was a novelty that revealed additional aspects of the children's abilities. Staff feedback confirmed the utility of FCPs in providing "a roadmap" to needed individual and common curriculum adjustments.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
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 | 0.000 | 0.001 |
| 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 it