How High-Functioning Children with Autism Understand Real and Deceptive Emotion
Why this work is in the frame
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Bibliographic record
Abstract
Autism is associated with problems in understanding and expressing emotion. We compared the ability of eight high- functioning children with autism (i.e. those with IQ scores ≥ 70) and eight age- and gender-matched controls with similar oral language development, to understand the facial expression of real and deceptive emotion. Children with autism had limited understanding of socially derived emotion. Although they could relate emotions to standard facial expressions, they were less able than controls to indicate the real emotions story characters feel, the deceptive emotions they express in the face, or the social reasons prompting a deceptive facial expression. For high- function children with autism, facial expressions may function as lexical codes but not as forms of social communication that modify beliefs.
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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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| 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