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Self-Associations Influence Task-Performance through Bayesian Inference
Sara L Bengtsson1, Will D Penny
1Department of Clinical Neuroscience, Karolinska Institute , Stockholm , Sweden.
Self-perception influences behavior. This study shows that priming "clever" or "stupid" concepts affects performance and attention, with a computational model explaining these cognitive biases.
Area of Science:
- Cognitive Psychology
- Computational Neuroscience
- Behavioral Economics
Background:
- Self-perception significantly impacts human behavior and cognitive processes.
- Understanding how self-concepts influence decision-making and performance is crucial.
Purpose of the Study:
- To investigate the effect of self-concept priming on cognitive task performance.
- To develop and validate a computational model explaining priming effects on behavior.
Main Methods:
- Behavioral study using a scrambled sentence task for priming (clever/stupid).
- Measurement of response time and error rates on a rule-association task.
- Development of a computational model incorporating adaptive decision thresholds based on Bayes' rule.
Main Results:
- Observed confirmation bias: 'stupid' priming decreased performance, 'clever' priming did not.
- Demonstrated selective attention modulation by self-concepts.
- Identified a double dissociation in response times (RTs) post-error vs. post-correct responses based on priming.
Conclusions:
- Priming self-concepts selectively affects attention and cognitive performance.
- The computational model successfully explains observed behavioral effects like confirmation bias and double dissociation.
- Bayesian inferential principles offer a framework for studying self-concept influences on behavior.
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