ReviewAnnual review of psychology2016
Modular Brain Networks.
Review in Annual review of psychology, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. It is linked to trial NCT03720821 (Cognitive Flexibility Training for Persistent Pain), which is not on this map. Cited by 638 papers, 1 of them a synthesis that pooled 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.
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.
Cognitive Flexibility Training for Persistent Pain: Neuroimaging Pilot (COFLEX-i)
Who cites it
638 citing papers in PubMed, 1 synthesis or guideline pooled it.
- Catalyst for change: Psilocybin's antidepressant mechanisms-A systematic review.Journal of psychopharmacology (Oxford, England) · 2025Pooled it
- Emergence of functionally differentiated structures via mutual information minimization in recurrent neural networks.Cognitive neurodynamics · 2026Article
- Heterochronicity shapes brain network formation.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- Frequency-decomposed EEG microstate analysis reveals altered cross-frequency coordination in adolescent major depressive disorder.European archives of psychiatry and clinical neuroscience · 2026Article
- A Proposed Novel Neurovascular Mechanism for Brain Network Dysfunction After Traumatic Injury.Annals of biomedical engineering · 2026Article
- Multiscale network reorganization during the multidimensional recollection of naturalistic events.Brain structure & function · 2026Article
- Geometric constraints and cognitive inputs jointly shape emergent brain dynamics and topology.bioRxiv : the preprint server for biology · 2026Article
- A solution to generalized learning from small training sets found in infants' repeated visual experiences of individual objects.Proceedings of the National Academy of Sciences of the United States of America · 2026Article
- A Multiscale Spatiotemporal Causal Mapping Algorithm for Revealing Neural Network Mechanisms of Transcutaneous Auricular Vagus Nerve Stimulation.Human brain mapping · 2026Article
- Constructing mesoscale functionomics by neural dynamics subspace clustering.National science review · 2026Article
- Modeling the influences of non-local connectomic projections on geometrically constrained cortical dynamics.PLoS computational biology · 2026Article
- Frontoparietal Hub Connectivity Integrates Information from Multiple Sources.The Journal of neuroscience : the official journal of the Society for Neuroscience · 2026Article
- The Cerebellar Connectome.Cerebellum (London, England) · 2026Article
- Functional maturation of enteric neurons derived from human induced pluripotent stem cells.Stem cell reports · 2026Article
- Right-lateralized maladaptive topological reorganization in hyperthyroidism.Journal of neuroendocrinology · 2026Article
- High-Frequency Spinal Cord Stimulation Modifies Tibial Nerve-Stimulation-Evoked Cortical Theta-Gamma Coupling in Sheep Cortex.The European journal of neuroscience · 2026Article
- Neuromorphic hierarchical modular reservoirs.Nature communications · 2026Article
- Human striatal population state dynamics.bioRxiv : the preprint server for biology · 2026Article
- Lonely individuals have a more negative perception of their bodies: The mediating role of self-cognition and social perception brain network connectivity.Cognitive, affective & behavioral neuroscience · 2026Article
- Neural Correlates of Extraversion and Trait Creativity: A Graph Theory-Based Whole-Brain Functional Network Modularity Analysis.Journal of Intelligence · 2026Article
578 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors.
Funding
Abstract
The development of new technologies for mapping structural and functional brain connectivity has led to the creation of comprehensive network maps of neuronal circuits and systems. The architecture of these brain networks can be examined and analyzed with a large variety of graph theory tools. Methods for detecting modules, or network communities, are of particular interest because they uncover major building blocks or subnetworks that are particularly densely connected, often corresponding to specialized functional components. A large number of methods for community detection have become available and are now widely applied in network neuroscience. This article first surveys a number of these methods, with an emphasis on their advantages and shortcomings; then it summarizes major findings on the existence of modules in both structural and functional brain networks and briefly considers their potential functional roles in brain evolution, wiring minimization, and the emergence of functional specialization and complex dynamics.
Indexed as
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What OpenQuestion holds
Registered trials
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.