Autistic and non-autistic children’s perceptual decision-making in visual orientation and motion tasks and the effect of task instructions

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Authors: Nathan J. Evans, Mackenzie Laird, Grant John Taylor, Lou Thomas, Catherine Manning, Hodo Yusuf, Gaia Scerif
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Abstract

Diffusion decision models (DDMs) offer the potential to go beyond standard accuracy and response time indices to better understand perceptual decision-making in autism. One unanswered question is whether autistic participants can flexibly adjust the speed and accuracy of their decision-making according to task demands. Across two pre-registered studies, 50 autistic and 50 non-autistic children aged 6-14 years completed a visual orientation task with no explicit instructions to be fast or accurate, and a visual motion task under both speed-emphasis and accuracy-emphasis instructions. These studies allowed us to investigate the influence of task, task instruction and modelling approach on group differences. We fit Bayesian hierarchical DDMs using a rigorous blind modelling approach, and follow-up two-step non-hierarchical analyses. For the first time, we showed that autistic children can flexibly adjust their decision-making strategies according to speed-accuracy instructions. Irrespective of task, instructions and modelling approach, we found no conclusive evidence of group differences in any DDM parameters, highlighting that autistic and non-autistic children were both able to modulate task performance according to instruction. These results show that cognitive flexibility is not uniformly reduced in autism. To better understand within-participants variability, we investigated relationships between decision-making parameters and ADHD-related traits, reading ability, sensory processing and coordination skills. We found task-specific evidence for relationships between DDM parameters and sensory under-responsivity, sight-word reading and hyperactivity/impulsivity. Resolving inconsistent results when applying DDMs to autism will require contrasting modelling approaches, clear reporting of task instructions, and considering dimensions that co-occur with autism.

Fields of Study & Subjects

Autism Spectrum Disorder Research Visual perception and processing mechanisms Neural and Behavioral Psychology Studies

Publication details

Journal / source
PsyArXiv (OSF Preprints)
Publication date
12 January 2026
Document type
Preprint