Evidence map›Paper›PMID 34698430›Full record

ArticleDevelopmental science2022

Bayesian causal inference in visuotactile integration in children and adults.

Erik Verhaar, Wijbrand Pieter Medendorp, Sabine Hunnius, Janny C Stapel

Open access · greenAbstract read
In one paragraph

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.

0numbers the graph read from it
0cells of the map it votes in
6citing papers in PubMed
0.5field-weighted citation impact, top 43% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

6 citing papers in PubMed, 5 citations in OpenAlex.

  1. Article
  2. Conscious awareness, sensory integration, and evidence accumulation in bodily self-perception.Proceedings of the National Academy of Sciences of the United States of America · 2025
    Article
  3. Review
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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

4 authors at 2 institutions in 2 countries.

Erik VerhaarDonders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands.ORCID 0000-0002-5902-0212
Wijbrand Pieter MedendorpDonders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands.
Sabine HunniusDonders Institute for Brain, Cognition and Behaviour, Radboud University, Nijmegen, the Netherlands.
Janny C StapelUppsala University, Uppsala, Sweden.
Radboud University Nijmegen · NLUppsala University · SE

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

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.

Indexed as

CuesVisual PerceptionAdolescentAdultBayes TheoremBrainChildChild, PreschoolHumansPhotic StimulationTouchBayesian modelingcausal inferencechild developmentcue combinationmultisensory integrationvisuotactile integration

Identifiers

PMID34698430
PMCPMC9285718
OpenAlexW3211148159

What OpenQuestion holds

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LicenceCC BY-NC-ND
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Registered trials

None linked

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.