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Published on: September 19, 2014
Regular substance use relates to cost sensitivity during cost-benefit decision-making in stable and volatile learning
Sonia G Ruiz1, Samuel Paskewitz2, Nathan Skinner2
1Department of Psychology, Yale University, 1438B, P.O. Box 208047, New Haven, CT, 06520-8047, USA. sonia.ruiz@yale.edu.
Individuals with longer substance use histories struggle to weigh costs against rewards, often repeating risky choices and ignoring potential losses. This suggests reduced sensitivity to negative consequences may drive continued substance use.
Area of Science:
- Decision-making science
- Neuroscience of addiction
- Behavioral economics
Background:
- Substance use severity is linked to reward sensitivity and cost insensitivity.
- Limited research exists on how individuals weigh rewards against costs in decision-making.
- The influence of context on reward-cost comparisons in substance use is understudied.
Purpose of the Study:
- To investigate how individuals with elevated substance use compare rewards to costs within choices.
- To examine how different contexts affect reward-cost comparisons in substance use.
- To identify decision-making patterns associated with years of regular substance use.
Main Methods:
- Administered a novel cost-benefit probabilistic learning task to a diverse community sample (N=130) with elevated substance use.
- Analyzed choice behavior in relation to reward magnitude, loss magnitude, and contextual cues.
- Employed computational modeling to assess parameters like loss-weighting.
Main Results:
- Individuals with more years of regular substance use were less likely to repeat advantageous safe choices and more likely to repeat risky choices after losses.
- These individuals showed diminished discrimination between loss magnitudes, persisting with risky choices even as losses increased.
- Computational modeling revealed that extended substance use was associated with under-weighting losses, although this effect was moderated by age.
Conclusions:
- Decreased sensitivity to cost information, particularly losses, may be a hallmark of continued substance use.
- Individuals with prolonged substance use may fail to adapt behavior based on negative financial consequences.
- Understanding these decision-making deficits is crucial for developing targeted interventions for substance use disorders.
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