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Modeling Decision-Making in Schizophrenia: Associations Between Computationally Derived Risk Propensity and
Emma N Herms1, Joshua W Brown1,2, Krista M Wisner1,2
1Department of Psychological & Brain Sciences, Indiana University, Bloomington, IN, USA.
Individuals with schizophrenia exhibit reduced risky reward pursuit, potentially due to impaired risk perception rather than cognitive deficits. This suggests a failure to accurately assess risks impacts decision-making in uncertain situations.
Area of Science:
- Neuroscience
- Cognitive Psychology
- Psychiatry
Background:
- Schizophrenia is linked to diminished pursuit of risky rewards in uncertain decision-making scenarios.
- The underlying mechanisms, including cognitive factors and traits, are not well understood.
Purpose of the Study:
- To investigate the mechanisms behind reduced risky reward pursuit in schizophrenia.
- To examine the roles of cognitive abilities and specific traits in uncertain-risk decision-making.
Main Methods:
- Thirty individuals with schizophrenia/schizoaffective disorder (SZ) and 30 comparison participants (CP) completed the Balloon Analogue Risk Task (BART).
- Computational modeling assessed Risk Propensity, Prior Belief of Success, Learning Rate, and Behavioral Consistency.
- Intelligence quotient (IQ), risk perception, expected benefit of risks, defeatist beliefs, and hedonic tone were analyzed for their relationship with Risk Propensity.
Main Results:
- The SZ group showed lower Risk Propensity and higher Prior Beliefs of Success on the BART, with similar Learning Rates compared to CP.
- Risk Propensity correlated positively with IQ across both groups.
- Interactions revealed that lower perceived risk was associated with lower Risk Propensity in the SZ group and individuals with below-median IQ.
Conclusions:
- Decreased risk-taking in schizophrenia may stem from 'risk imperception,' a failure to accurately perceive and utilize risk information.
- Cognitive factors, particularly the perception of risk, are crucial for advantageous uncertain-risk decision-making.
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