ArticleBrain imaging and behavior2026
Behavioral contagion leads the brain functional network towards a more balanced state.
Article in Brain imaging and behavior, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.
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.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
5 authors.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Behavioral contagion is defined as the tendency of individuals to conform with others' behavior after observing them. Despite the important role that behavioral contagion plays in societies, its brain mechanism is still not fully understood. In this study, we hypothesized that the brain functional network rearranges its regional associations in a way to achieve a more stable state after behavioral contagion. Therefore, the stability of the brain network before and after observing others' choices (preferences) was assessed using structural balance theory (SBT) on the fMRI data. For this purpose, we developed a version of the dictator game as a task, and recorded participants' brain responses using fMRI. The participants were classified into Contagion and No-Contagion groups based on significant changes in their preferences after observing others' choices. In both groups, changes in SBT parameters of the brain functional network were statistically compared before and after the observation. The results indicated that behavioral contagion is accompanied with a rearrangement of the links in the network to transform imbalanced triads into balanced triads. This process lowers the balance energy of the brain functional network and pushes it to a more stable state. Interestingly, for the No-Contagion group, no significant changes in stability (balance energy level) of the brain functional network was observed. Based on these findings, we believe that if the brain network goes to a more stable state by changing the topology of negative links (anti-correlated regional associations) after observation of others' preference, the contagion may occur.
Indexed as
Identifiers
41781576What 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.