ArticleDevelopmental science2022
Bayesian causal inference in visuotactile integration in children and adults.
Article in Developmental science, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 6 papers.
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Who cites it
6 citing papers in PubMed, 5 citations in OpenAlex.
- Article
- Conscious awareness, sensory integration, and evidence accumulation in bodily self-perception.Proceedings of the National Academy of Sciences of the United States of America · 2025Article
- Multisensory perception constrains the formation of object categories: a review of evidence from sensory-driven and predictive processes on categorical decisions.Philosophical transactions of the Royal Society of London. Series B, Biological sciences · 2023Review
- Article
- Atypical development of causal inference in autism inferred through a neurocomputational model.Frontiers in computational neuroscience · 2023Article
- Bayesian causal inference in visuotactile integration in children and adults.Developmental science · 2022Article
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Authors and funding
4 authors at 2 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
If cues from different sensory modalities share the same cause, their information can be integrated to improve perceptual precision. While it is well established that adults exploit sensory redundancy by integrating cues in a Bayes optimal fashion, whether children under 8 years of age combine sensory information in a similar fashion is still under debate. If children differ from adults in the way they infer causality between cues, this may explain mixed findings on the development of cue integration in earlier studies. Here we investigated the role of causal inference in the development of cue integration, by means of a visuotactile localization task. Young children (6-8 years), older children (9.5-12.5 years) and adults had to localize a tactile stimulus, which was presented to the forearm simultaneously with a visual stimulus at either the same or a different location. In all age groups, responses were systematically biased toward the position of the visual stimulus, but relatively more so when the distance between the visual and tactile stimulus was small rather than large. This pattern of results was better captured by a Bayesian causal inference model than by alternative models of forced fusion or full segregation of the two stimuli. Our results suggest that already from a young age the brain implicitly infers the probability that a tactile and a visual cue share the same cause and uses this probability as a weighting factor in visuotactile localization.
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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.