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Predicting behavior change from persuasive messages using neural representational similarity and social network
Teresa K Pegors1, Steven Tompson2, Matthew Brook O'Donnell3
1Department of Psychology Azusa Pacific University, 901 E Alosta Ave., Azusa, CA 91702, USA.
Neural representations in the medial prefrontal cortex (MPFC) predict health behavior change. How these representations interact with social networks to influence smoking cessation remains unclear.
Area of Science:
- Neuroscience
- Psychology
- Behavioral Science
Background:
- The medial prefrontal cortex (MPFC) is implicated in self-related processing and has been shown to predict health behavior change.
- Individual differences in neural representation and social context may influence the brain-behavior relationship in health behavior change.
Purpose of the Study:
- To investigate if the strength of content-specific neural representations in the MPFC during persuasive anti-smoking messages relates to subsequent smoking behavior change.
- To examine how social network composition moderates the relationship between MPFC representations and smoking behavior change.
Main Methods:
- Functional magnetic resonance imaging (fMRI) was used to measure neural activity in smokers viewing anti-smoking messages.
- Representational similarity analysis (RSA) was employed to assess the strength of content representations (health, social, valence) in the MPFC.
- Smoking behavior was assessed one month post-intervention, and social network composition was analyzed.
Main Results:
- Stronger representation of message content, particularly negatively valenced (risk) information, in the MPFC was associated with greater message-consistent behavior change (reduced smoking).
- The influence of MPFC representations on behavior change was moderated by social network composition.
- Smokers with fewer smokers in their network showed increased smoking when social or health content was strongly represented, while those with more smokers in their network showed greater behavior change when representing these aspects.
Conclusions:
- Neural representations in the MPFC dynamically interact with social context to influence health behavior change.
- Understanding the role of the MPFC in motivation and action requires considering individual differences in neural representation and social network composition.
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