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Human insula activation reflects risk prediction errors as well as risk
Kerstin Preuschoff1, Steven R Quartz, Peter Bossaerts
1Computation and Neural Systems Program and Division of Humanities and Social Sciences, Caltech, Pasadena, California 91125, USA.
The brain predicts risk associated with rewards, not just the rewards themselves. This risk prediction error signal, found in the insula, helps update learning and guide choices under uncertainty.
Area of Science:
- Neuroscience
- Cognitive Science
- Decision Making
Background:
- Reinforcement learning models and primate physiology show the brain encodes reward prediction error signals.
- Organisms must predict and update risk associated with reward forecasts for choice guidance and learning modulation.
- The neural mechanisms of risk prediction remain largely unknown.
Purpose of the Study:
- To investigate whether and how the brain accomplishes risk prediction.
- To identify neural correlates of risk prediction error.
- To understand the brain's mechanisms for updating risk assessments.
Main Methods:
- Functional magnetic resonance imaging (fMRI) was used during a gambling task with dynamic risk levels.
- Participants performed a task where risk varied constantly.
- Analysis focused on brain activation patterns correlating with risk prediction and risk prediction error.
Main Results:
- Early-onset activation in the human insula significantly correlated with risk prediction error.
- The temporal dynamics of insula activation suggest a role in rapid risk updating.
- Delayed activation, linked to general uncertainty, is consistent with risk prediction.
- Neural activity for risk prediction and error mirrors that of reward prediction and error.
Conclusions:
- The human brain actively predicts risk associated with uncertain rewards.
- The insula plays a crucial role in processing risk prediction errors and updating risk assessments.
- Neural mechanisms for reward anticipation under uncertainty must encompass both reward and risk prediction.
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