Evidence map›Paper›PMID 41994118›Full record

ArticleResearch square2026

Intrinsic cortical geometry is associated with individual differences in local functional organization.

Francesco Alberti, Pierre-Louis Bazin, R Austin Benn, Robert Scholz, Wei Wei, Alexander Holmes, Victoria Shevchenko, Ulysse Klatzmann, Carla Pallavicini, Robert Leech and 1 more

Abstract readPreprint
In one paragraph

Article in Research square, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing 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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

11 authors.

Francesco AlbertiUniversité Paris Cité, INCC UMR 8002, CNRS, Paris, France.
Pierre-Louis BazinFull Brain Picture Analytics, Leiden, Netherlands.
R Austin BennUniversité Paris Cité, INCC UMR 8002, CNRS, Paris, France.
Robert ScholzUniversité Paris Cité, INCC UMR 8002, CNRS, Paris, France.ORCID 0000-0001-7061-4882
Wei WeiUniversité Paris Cité, INCC UMR 8002, CNRS, Paris, France.
Alexander HolmesUniversité Paris Cité, INCC UMR 8002, CNRS, Paris, France.
Victoria ShevchenkoUniversité Paris Cité, INCC UMR 8002, CNRS, Paris, France.ORCID 0000-0002-5640-7956
Ulysse KlatzmannUniversité Paris Cité, INCC UMR 8002, CNRS, Paris, France.
Carla PallaviciniUniversité Paris Cité, INCC UMR 8002, CNRS, Paris, France.
Robert LeechDepartment of Neuroimaging, King's College London, UK.ORCID 0000-0002-5801-6318
Daniel S MarguliesUniversité Paris Cité, INCC UMR 8002, CNRS, Paris, France.

Funding

Wellcome Trust
6 · The paper itself

Abstract

It is widely accepted that the geometry of the cerebral cortex constrains its functional topography. However, how geometric properties contribute to individual differences in cortical organization has not been fully characterized. Here, we investigate whether cortical function varies with cortical geometry across individuals at the local or global scale. We characterize functional organization using the first three gradients of functional connectivity, and project individual surfaces into a shared embedding that captures their intrinsic geometry. Fitting localized spatial models within this embedding via lattice Kriging, we test whether interindividual variation of the gradients is linked to differences in spatial location. These models capture a common spatial structure underlying local gradient transitions across individuals, but do not capture differences in global gradient layout. This suggests that universal geometric properties shape the functional transitions between otherwise stable functional systems, meaningfully contributing to subject-specific functional topography.

Identifiers

PMID41994118
PMCPMC13082164

What OpenQuestion holds

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LicenceCC BY
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Registered trials

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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.