Evidence map›Paper›PMID 41394692›Full record

ArticlebioRxiv : the preprint server for biology2026

Predicting functional topography of the human visual cortex from cortical anatomy at scale.

Fernanda L Ribeiro, Robert Satzger, Felix Hoffstaedter, Christian Bürger, Peer Herholz, David Linhardt, Noah C Benson, D Samuel Schwarzkopf, Alexander M Puckett, Steffen Bollmann and 1 more

Abstract readPreprint
PubMed Full text at PMC Publisher
In one paragraph

Article in bioRxiv : the preprint server for biology, 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.

Fernanda L RibeiroDepartment of Medicine, Justus-Liebig University Giessen, Giessen, Germany.ORCID 0000-0002-1620-4193
Robert SatzgerDepartment of Medicine, Justus-Liebig University Giessen, Giessen, Germany.ORCID 0009-0001-5325-7462
Felix HoffstaedterInstitute of Neuroscience and Medicine (INM-7: Brain and Behaviour), Research Center Jülich, Jülich, Germany.ORCID 0000-0001-7163-3110
Christian BürgerDepartment of Medicine, Justus-Liebig University Giessen, Giessen, Germany.
Peer HerholzVision and Computational Cognition Group, Max Planck Institute for Human Cognitive and Brain Sciences, Leipzig, Germany.ORCID 0000-0002-9840-6257
David LinhardtHigh Field MR Center, Center for Medical Physics and Biomedical Engineering, Medical University of Vienna, Vienna, Austria.ORCID 0000-0002-8730-9793
Noah C BensoneScience Institute, University of Washington, Seattle, United States.ORCID 0000-0002-2365-8265
D Samuel SchwarzkopfSchool of Optometry & Vision Science, Waipapa Taumata Rau University of Auckland, Auckland, Aotearoa New Zealand.ORCID 0000-0003-3686-1622
Alexander M PuckettGraduate School of Health, University of Technology Sydney, Sydney, Australia.ORCID 0000-0001-5983-397X
Steffen BollmannSchool of Electrical Engineering and Computer Science, The University of Queensland, Brisbane, Australia.ORCID 0000-0002-2909-0906
Martin N HebartDepartment of Medicine, Justus-Liebig University Giessen, Giessen, Germany.ORCID 0000-0001-7257-428X

Funding

Mapping the Human Connectome: Structure, Function, and HeritabilityU54MH091657 · NIMH · WASHINGTON UNIVERSITY · PI UGURBIL, KAMIL, VAN ESSEN, DAVID C · 2010 to 2014
$34.7M
CRCNS: Integrating gray and white matter data to understand the organization of human visual cortexR01EY033628 · NEI · UNIVERSITY OF WASHINGTON · PI Noah C Benson, JONATHAN A WINAWER · 2021 to 2026
$1.7M
NEI NIH HHS R01 EY033628NIMH NIH HHS U54 MH091657
6 · The paper itself

Abstract

Topographic organization, whereby neighboring cortical locations encode neighboring features in sensory or cognitive space, is a fundamental principle of brain function. Existing approaches for obtaining individual-specific topographic maps either require resource-intensive functional neuroimaging or, when relying on population atlases, lack precision for individual-level inference. Here, we introduce

Indexed as

geometric deep learningretinotopic mappingstructure-function relationship

Identifiers

PMID41394692
PMCPMC12699459

What OpenQuestion holds

Textmetadata
LicenceCC BY-NC-ND
Read underepoch 390

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.