Evidence map›Paper›PMID 42007905›Full record

ArticleAdvanced science (Weinheim, Baden-Wurttemberg, Germany)2026

Schooling Trajectories and the Development of Brain Dynamics: A Comparative Study of Montessori and Traditional Education.

Elvira Del Agua, Anira Escrichs, Yonatan Sanz Perl, Morten L Kringelbach, Adele Diamond, Solange Denervaud, Gustavo Deco

Abstract readComparative Study
In one paragraph

Article in Advanced science (Weinheim, Baden-Wurttemberg, Germany), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

7 authors.

Elvira Del AguaCenter for Brain and Cognition, Computational Neuroscience Group, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain.ORCID https://orcid.org/0000-0002-9193-0216
Anira EscrichsCenter for Brain and Cognition, Computational Neuroscience Group, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain.ORCID https://orcid.org/0000-0002-6482-9737
Yonatan Sanz PerlCenter for Brain and Cognition, Computational Neuroscience Group, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain.ORCID https://orcid.org/0000-0002-1270-5564
Morten L KringelbachCenter for Music in the Brain, Department of Clinical Medicine, Aarhus University, Denmark.ORCID https://orcid.org/0000-0002-3908-6898
Adele DiamondProgram in Developmental Cognitive Neuroscience, Department of Psychiatry, University of British Columbia, Vancouver, British Columbia, Canada.ORCID https://orcid.org/0000-0002-1453-6434
Solange DenervaudCIBM Center for Biomedical Imaging, Lausanne, Switzerland.ORCID https://orcid.org/0000-0001-8627-5766
Gustavo DecoCenter for Brain and Cognition, Computational Neuroscience Group, Department of Information and Communication Technologies, Universitat Pompeu Fabra, Barcelona, Spain.ORCID https://orcid.org/0000-0002-8995-7583

Funding

Agència de Gestió d'Ajuts Universitaris i de Recerca 2022FI_B 00337Canada Research Chairs 950-27472Danmarks Grundforskningsfond DNRF117Department of Research and Universities of the Generalitat of Catalunya"ERDF A way of making Europe"EU Horizon Europe PID2022-136216NB-I00HORIZON EUROPE European Research Council 101071900HORIZON EUROPE Framework ProgrammePettit and Carlsberg FoundationsSociété Académique Vaudoise 2021 SGR 00917
6 · The paper itself

Abstract

Learning environments may shape both children's cognitive outcomes and the maturation of large-scale neural dynamics. We investigate whether pedagogical context modulates brain activity and cognition in 96 students (4-15 years) enrolled in Montessori (MSC) or traditional (TSC) schools. Montessori emphasizes self-directed exploration with increasing independence, whereas traditional classrooms shift from play-based early learning to teacher-directed instruction. To examine how neural development diverges across educational trajectories, we quantify the temporal asymmetry ("non-reversibility") of fMRI signals during resting state and movie-watching. Behaviorally, MSC students outperform TSC peers in language, mathematics, and both divergent and convergent thinking. Neural patterns diverge with age: during rest, non-reversibility increases in MSC but decreases in TSC, primarily in sensorimotor, dorsal attention, and frontoparietal networks; during movie-watching, differences are strongest in younger children, especially in subcortical, visual, and default mode networks. Exploratory analyses reveal higher non-reversibility in females, with larger sex differences in TSC. These findings suggest that pedagogical context may shape developmental trajectories and variability of neural dynamics. Montessori education may foster more adaptive brain dynamics, support flexible and creative thinking, and reduce gender disparities. Longitudinal research is needed to clarify what non-reversibility reflects and how educational approaches sculpt brain development.

Indexed as

BrainCognitionLearningStudentsAdolescentChildChild, PreschoolFemaleHumansMagnetic Resonance ImagingMaleSchoolschildhood neurodevelopmentcomputational neurosciencepedagogyresting‐state fMRIwhole‐brain dynamics

Identifiers

PMID42007905
PMCPMC13335613

What OpenQuestion holds

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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.