ArticleJournal of abnormal psychology2018
Probabilistic reinforcement learning abnormalities and their correlates in adolescent bipolar disorders.
Article in Journal of abnormal psychology, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers, 2 of them syntheses that pooled it.
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Who cites it
8 citing papers in PubMed, 2 syntheses or guidelines pooled it.
- A review on exploration-exploitation trade-off in psychiatric disorders.BMC psychiatry · 2025Pooled it
- Neural reward circuit dysfunction as a risk factor for bipolar spectrum disorders and substance use disorders: A review and integration.Clinical psychology review · 2021Pooled it
- Reinforcement learning impairment in individuals with euthymic bipolar I disorder with a history of psychosis.European archives of psychiatry and clinical neuroscience · 2026Article
- Neurocomputational mechanisms of reward-based online mood regulation in adolescents with bipolar disorder and major depressive disorder.Psychoradiology · 2026Article
- Differences in Reward and Punishment Sensitivity among Adolescents with Depression Varying in Manic Symptoms.Research on child and adolescent psychopathology · 2025Article
- Global reward processing deficits predict negative symptoms transdiagnostically and transphasically in a severe mental illness-spectrum sample.European archives of psychiatry and clinical neuroscience · 2024Article
- Misperceiving Momentum: Computational Mechanisms of Biased Striatal Reward Prediction Errors in Bipolar Disorder.Biological psychiatry global open science · 2024Article
- Neural abnormalities of reward processing in adolescents with bipolar disorders: An ERP study.Biological psychology · 2023Article
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Authors and funding
4 authors.
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Abstract
Theoretical models of bipolar disorders (BD) posit core deficits in reward system function. However, specifying which among the multiple reward system's neurobehavioral processes are abnormal in BD is necessary to develop appropriately targeted interventions. Research on probabilistic-reinforcement learning deficits in BD is limited, particularly during adolescence, a period of significant neurodevelopmental changes in the reward system. The present study investigated probabilistic-reinforcement learning, using a probabilistic selection task (PST), and its correlates, using self-reported reward/threat sensitivities and cognitive tasks, in 104 adolescents with and without BD. Compared with healthy peers, adolescents with BD were less likely to persist with their choices based on prior positive feedback (i.e., lower win-stay rates) in the PST's acquisition phase. Across groups, a greater win-stay rate appeared to be a more efficient learning strategy-associated with fewer acquisition trials and better testing phase performance. Win-stay rates were also related to verbal learning indices, but not self-reported reward/threat sensitivities. Finally, lower win-stay rates had significant incremental validity in predicting a BD diagnosis, after accounting for effects of current symptoms, reward sensitivities, verbal learning, and IQ. The present findings support multiple dysfunctional processes of the reward system in adolescent BD that require additional examinations. (PsycINFO Database Record (c) 2018 APA, all rights reserved).
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