Parent Descriptions of the Active Play Behaviors of Their Twins and Triplets With Autism
Bibliographic record
Abstract
Children with autism engage in active play in different ways than children who are neurotypical, but their active play behaviors are not well understood. Research with twins and triplets with autism offers a unique opportunity to gain a clear picture of the play behaviors of children with autism because twins and triplets share many similarities (age, access to toys, etc.). Through semistructured interviews, this descriptive phenomenological study aimed to describe the active play behaviors of 19 twins and triplets with autism from the perspective of their parents (N = 9). The interviews revealed two main themes: (a) parents' descriptions of active play and (b) parents' descriptions of social play. The results reveal the diverse active and social play behaviors of twins and triplets with autism; parents described their children's play behavior when engaging in sensory, indoor, outdoor, and organized play. These results suggest that children with autism may be meeting the definition of active play in nontraditional ways.
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How this classification was reachedexpand
Full frame machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.001 | 0.000 |
| Open science | 0.000 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one source (direct Gemma or distilled Codex), 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".