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Published on: August 25, 2023
Predictions and rewards affect decision-making but not subjective experience
Nicolás Sánchez-Fuenzalida1,2, Simon van Gaal1,2, Stephen M Fleming3,4,5
1Department of Psychology, University of Amsterdam, Amsterdam 1001NK, The Netherlands.
Organisms use sensory data, rewards, and predictions for decisions. A visual illusion uniquely altered subjective sensory experience, unlike reward or prior information, impacting decision-making.
Area of Science:
- Cognitive psychology
- Neuroscience
- Decision science
Background:
- Decision-making integrates sensory input with factors like reward expectations (payoff matrix) and temporal regularities (cognitive priors).
- It remains unclear if these factors influence subjective experience or merely shift response criteria.
Purpose of the Study:
- To differentiate between perceptual and nonperceptual influences on subjective experience and decision criteria.
- To investigate how visual illusions, payoff structures, and base rate changes affect subjective experience.
Main Methods:
- Utilized three matched manipulations: Müller-Lyer visual illusion, a punishment scheme (payoff condition), and base rate changes.
- Introduced a novel task requiring participants to make decisions and reproduce their sensory experience.
- Employed Bayesian ordinal modeling and drift-diffusion modeling (DDM) for analysis.
Main Results:
- All three manipulations shifted decision criteria as intended.
- The visual illusion uniquely altered subjective sensory experience, as evidenced by reproduction tasks.
- DDM parameter profiles differed for the visual illusion compared to nonperceptual manipulations, but DDM alone was insufficient for classification.
Conclusions:
- Distinguishing perceptual from nonperceptual influences on decision-making requires careful consideration beyond behavioral shifts alone.
- Subjective experience can be modulated by factors beyond immediate sensory input, with visual illusions having a distinct impact on perception.
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