Associations Between Steep Delay Discounting and Punishment Learning Among Adults in the United States

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Abstract

Reward valuation and reward and punishment learning are key constructs relevant for understanding and intervening on mental illness. These constructs are frequently measured with behavioral tasks such as intertemporal choice tasks, measuring delay discounting, and the Iowa Gambling Task (IGT), measuring reward and punishment learning. Delay discounting refers to how people value delayed outcomes, with steep discounting (i.e., delayed outcomes holding little value) considered a form of impulsive decision-making. Reward and punishment learning refers to how people adjust their decision behavior in response to rewards and punishments, with deficits indicating atypical reward and punishment processing related to clinical outcomes such as substance abuse. In this study, we tested the association between delay discounting and reward and punishment learning among adults (N = 299) from the United States that completed an intertemporal choice task and the play-or-pass IGT. We fit a joint model to the task data to simultaneously estimate parameters from the hyperbolic discounting model (for the intertemporal choice task) with parameters from a reinforcement learning model (for the play-or-pass IGT). The joint model also included parameters capturing cross-task associations between model parameters. Our results indicate that steep delay discounting is negatively associated with punishment learning. That is, people who do not value delayed outcomes also show less learning from punishment. Implications of these findings are discussed in the context of improving our assessment of reward valuation and reward and punishment learning as constructs relevant to mental illness.

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