Evidence map›Paper›PMID 38635638›Full record

ArticleProceedings of the National Academy of Sciences of the United States of America2024

Spontaneous eye movements reflect the representational geometries of conceptual spaces.

Simone Viganò, Rena Bayramova, Christian F Doeller, Roberto Bottini

Abstract read
In one paragraph

Article in Proceedings of the National Academy of Sciences of the United States of America, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
–field-weighted citation impact
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

10 citing papers in PubMed.

  1. Power Reshapes the Mental Representation of Social Hierarchy.Behavioral sciences (Basel, Switzerland) · 2026
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  10. Spontaneous eye movements reflect the representational geometries of conceptual spaces.Proceedings of the National Academy of Sciences of the United States of America · 2024
    Article
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.

Simone ViganòMax Planck Institute for Human Cognitive and Brain Sciences, Department of Psychology, Leipzig 04103, Germany.ORCID 0000-0002-5290-8155
Rena BayramovaMax Planck Institute for Human Cognitive and Brain Sciences, Department of Psychology, Leipzig 04103, Germany.
Christian F Doeller *Max Planck Institute for Human Cognitive and Brain Sciences, Department of Psychology, Leipzig 04103, Germany.
Roberto Bottini *Center for Mind/Brain Sciences, University of Trento, Rovereto 38068, Italy.ORCID 0000-0001-7941-7762

Funding

EC | ERC | HORIZON EUROPE European Research Council (ERC) 804422EC | European Research Council (ERC) 724836
6 · The paper itself

Abstract

Functional neuroimaging studies indicate that the human brain can represent concepts and their relational structure in memory using coding schemes typical of spatial navigation. However, whether we can read out the internal representational geometries of conceptual spaces solely from human behavior remains unclear. Here, we report that the relational structure between concepts in memory might be reflected in spontaneous eye movements during verbal fluency tasks: When we asked participants to randomly generate numbers, their eye movements correlated with distances along the left-to-right one-dimensional geometry of the number space (mental number line), while they scaled with distance along the ring-like two-dimensional geometry of the color space (color wheel) when they randomly generated color names. Moreover, when participants randomly produced animal names, eye movements correlated with low-dimensional similarity in word frequencies. These results suggest that the representational geometries used to internally organize conceptual spaces might be read out from gaze behavior.

Indexed as

Eye MovementsSpatial NavigationBrainFunctional NeuroimagingHumansMovementcognitive mapconceptual spaceseye movementsrepresentational geometry

Identifiers

PMID38635638
PMCPMC11046636

What OpenQuestion holds

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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.