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• W2133233480 abstract "People with symptoms of depression show impairments in decision-making. One explanation is that they have difficulty maintaining rich representations of the task environment. We test this hypothesis in the context of exploratory choice. We analyze depressive and non-depressive participants' exploration strategies by comparing their choices to two computational models: (1) an Ideal Actor model that reflectively updates beliefs and plans ahead, employing a rich representation of the environment and (2) a Naïve Reinforcement Learning (RL) model that updates beliefs reflexively utilizing a minimal task representation. Relative to non-depressive participants, we find that depressive participants' choices are better described by the simple RL model. Further, depressive participants were more exploratory than non-depressives in their decision-making. Depressive symptoms appear to influence basic mechanisms supporting choice behavior by reducing use of rich task representations and hindering performance during exploratory decision-making." @default.
• W2133233480 created "2016-06-24" @default.
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• W2133233480 date "2013-12-01" @default.
• W2133233480 modified "2023-10-16" @default.
• W2133233480 title "The influence of depression symptoms on exploratory decision-making" @default.
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• W2133233480 doi "https://doi.org/10.1016/j.cognition.2013.08.018" @default.
• W2133233480 hasPubMedCentralId "https://www.ncbi.nlm.nih.gov/pmc/articles/3809321" @default.
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• W2133233480 hasPublicationYear "2013" @default.
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