Reported Sensory Processing of Children with Down Syndrome
Bibliographic record
Abstract
Investigators have identified delays and differences in cognitive, language, motor, and sensory development in children with Down syndrome (DS). The purpose of this study was to determine the parent-reported frequency of sensory processing issues in children with DS aged 3–10 years, and the parent-reported functional impact of those sensory issues. Parents completed the short sensory profile (SSP) and a parent questionnaire (PQ). SSP results revealed a total score definite difference rate of 49%. Highest rates of probable and definite difference were in the low energy/weak, underresponsive/seeks sensation, and auditory filtering subsections of the SSP. Themes were generated from responses on the PQ regarding the functional impact of sensory differences on occupational performance in their children with DS, and related strategies currently used by parents. Findings from the study provide information to parents and health care professionals regarding sensory processing patterns in children with DS, and provide foundational data for future research.
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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 | 0.000 | 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 | 0.001 |
| 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".