ArticleCurrent biology : CB2017
Brain-to-Brain Synchrony Tracks Real-World Dynamic Group Interactions in the Classroom.
Article in Current biology : CB, 2017. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 283 papers, 7 of them syntheses that pooled it.
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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.
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Who cites it
283 citing papers in PubMed, 7 syntheses or guidelines pooled it.
- Reviewing digital collaborative interactions with multimodal hyperscanning through an ever-growing database.Frontiers in neuroergonomics · 2026Pooled it
- Intersubject correlation as a predictor of attention: a systematic review.BMC psychology · 2025Pooled it
- Wearable Biosensor Technology in Education: A Systematic Review.Sensors (Basel, Switzerland) · 2024Pooled it
- Interpersonal neural synchrony and mental disorders: unlocking potential pathways for clinical interventions.Frontiers in neuroscience · 2024Pooled it
- Automated meta-analysis of the event-related potential (ERP) literature.Scientific reports · 2022Pooled it
- Interpersonal Neural Synchronization Predicting Learning Outcomes From Teaching-Learning Interaction: A Meta-Analysis.Frontiers in psychology · 2022Pooled it
- Recent Trends in Non-invasive Neural Recording Based Brain-to-Brain Synchrony Analysis on Multidisciplinary Human Interactions for Understanding Brain Dynamics: A Systematic Review.Frontiers in computational neuroscience · 2022Pooled it
- Differential contribution of between and within-brain coupling to movement synchronization.Human brain mapping · 2023Trial
- An amygdala-mediated simulation-to-decision cascade aligns interbrain dynamics to solve social dilemmas.Nature neuroscience · 2026Article
- Delivery and Attitude Modulate Shared Neural Processing of Speech Through Distinct Frequency Channels.Psychophysiology · 2026Article
- Audience Gaze and Felt Social Connection With Individual Performers During Live Dance.Annals of the New York Academy of Sciences · 2026Article
- Comparing design students' inter-brain synchrony between face-to-face and online collaborations.Brain structure & function · 2026Article
- Social interactions between people of same and different generations shape longitudinal changes in interpersonal neural synchrony, loneliness, and social connection.PLoS biology · 2026Article
- Towards naturalistic social neuroscience: A multi-level framework integrating real-world phenotyping, neurobiology, and computational mechanisms.Cognitive, affective & behavioral neuroscience · 2026Review
- Lateralised neural mechanisms facilitate auditory self-other distinction and coordination in human dyads.PLoS biology · 2026Article
- Heart rate synchrony as a marker of real-world social engagement.PNAS nexus · 2026Article
- Speech Neurophysiology in Realistic Contexts: Big Hype or Big Leap?The European journal of neuroscience · 2026Review
- Learning via short videos impairs memory accuracy and reduces brain synchrony.Communications psychology · 2026Article
- Inter-brain processes during Live and Represented social moments are inter-related and shaped by behavioral synchrony.Communications psychology · 2026Article
- Student teacher inter brain coupling forecast cross semester academic fluctuation in real world classrooms.NPJ science of learning · 2026Article
223 more citing papers are in PubMed but not listed here.
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Authors and funding
11 authors.
Funding
Abstract
The human brain has evolved for group living [1]. Yet we know so little about how it supports dynamic group interactions that the study of real-world social exchanges has been dubbed the "dark matter of social neuroscience" [2]. Recently, various studies have begun to approach this question by comparing brain responses of multiple individuals during a variety of (semi-naturalistic) tasks [3-15]. These experiments reveal how stimulus properties [13], individual differences [14], and contextual factors [15] may underpin similarities and differences in neural activity across people. However, most studies to date suffer from various limitations: they often lack direct face-to-face interaction between participants, are typically limited to dyads, do not investigate social dynamics across time, and, crucially, they rarely study social behavior under naturalistic circumstances. Here we extend such experimentation drastically, beyond dyads and beyond laboratory walls, to identify neural markers of group engagement during dynamic real-world group interactions. We used portable electroencephalogram (EEG) to simultaneously record brain activity from a class of 12 high school students over the course of a semester (11 classes) during regular classroom activities (Figures 1A-1C; Supplemental Experimental Procedures, section S1). A novel analysis technique to assess group-based neural coherence demonstrates that the extent to which brain activity is synchronized across students predicts both student class engagement and social dynamics. This suggests that brain-to-brain synchrony is a possible neural marker for dynamic social interactions, likely driven by shared attention mechanisms. This study validates a promising new method to investigate the neuroscience of group interactions in ecologically natural settings.
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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.