Evidence map›Paper›PMID 40613085›Full record

ArticleFrontiers in neuroscience2025

Modular architecture confers robustness to damage and facilitates recovery in spiking neural networks modeling

Takuma Sumi, Akke Mats Houben, Hideaki Yamamoto, Hideyuki Kato, Yuichi Katori, Jordi Soriano, Ayumi Hirano-Iwata

Abstract read
In one paragraph

Article in Frontiers in neuroscience, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. 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.

Takuma SumiAdvanced Institute for Materials Research (WPI-AIMR), Tohoku University, Sendai, Japan.
Akke Mats HoubenDepartament de Física de la Matèria Condensada, Universitat de Barcelona, Barcelona, Spain.
Hideaki YamamotoAdvanced Institute for Materials Research (WPI-AIMR), Tohoku University, Sendai, Japan.
Hideyuki KatoFaculty of Science and Technology, Oita University, Oita, Japan.
Yuichi KatoriThe School of Systems Information Science, Future University Hakodate, Hakodate, Japan.
Jordi SorianoDepartament de Física de la Matèria Condensada, Universitat de Barcelona, Barcelona, Spain.
Ayumi Hirano-IwataAdvanced Institute for Materials Research (WPI-AIMR), Tohoku University, Sendai, Japan.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Impaired brain function is restored following injury through dynamic processes that involve synaptic plasticity. This restoration is supported by the brain's inherent modular organization, which promotes functional separation and redundancy. However, it remains unclear how modular structure interacts with synaptic plasticity to define damage response and recovery efficiency. In this work, we numerically modeled the response and recovery to damage of a neuronal network

Indexed as

cultured neuronal networkmodular structurereservoir computingspike timing dependent plasticityspiking neural network

Identifiers

PMID40613085
PMCPMC12224873

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.