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ArticleEuropean archives of psychiatry and clinical neuroscience2026

Reinforcement learning impairment in individuals with euthymic bipolar I disorder with a history of psychosis.

Sandra Chi Yiu Wong, Heidi Ka Ying Lo, Anson Kai Chun Chau, Mary Chung Mun Ng, Joe Kwun Nam Chan, Ryan Sai Ting Chu, Catherine Zhiqian Fang, Christy Lai Ming Hui, Sherry Kit Wa Chan, Edwin Ho Ming Lee and 2 more

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Article in European archives of psychiatry and clinical neuroscience, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

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0cells of the map it votes in
1citing papers in PubMed
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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

Who cites it

1 citing paper in PubMed.

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4 · The record

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5 · Who and what money

Authors and funding

12 authors.

Sandra Chi Yiu Wong *Department of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Heidi Ka Ying Lo *Department of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Anson Kai Chun ChauDepartment of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Mary Chung Mun NgDepartment of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Joe Kwun Nam ChanDepartment of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Ryan Sai Ting ChuDepartment of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Catherine Zhiqian FangDepartment of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Christy Lai Ming HuiDepartment of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Sherry Kit Wa ChanDepartment of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Edwin Ho Ming LeeDepartment of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Simon Sai Yu LuiDepartment of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong.
Wing Chung ChangDepartment of Psychiatry, School of Clinical medicine, LKS Faculty of Medicine, The University of Hong Kong, Kowloon Tong, Hong Kong. changwc@hku.hk.ORCID http://orcid.org/0000-0002-3581-8895

Funding

University of Hong Kong 201711159052
6 · The paper itself

Abstract

Reinforcement-learning (RL) impairment is an important determinant of functional outcome in bipolar-disorder (BD). This study examined RL in 38 euthymic bipolar-I-disorder (BD-I) individuals aged 16-40 years who were treated within three years from first-episode mania with psychosis and 40 demographically-matched healthy-controls using a computerized RL-paradigm, which investigated rapid and gradual learning, and reward-driven and punishment-driven learning. Symptom severity and cognitive functions were assessed. Our results showed that BD-I individuals displayed lower lose-shift scores than controls (p = 0.03). There were no group differences in other rapid RL measures. Regarding overall RL, a repeated-measures ANOVA revealed main effect of group (F1,76 = 6.5, p = 0.03; controls performed better than patients), block (F2.87,218.45 = 43.7, p < 0.001; performance improving over time) and probability (F1,76 = 15.6, p < 0.001; better performance in 90% than in 80% condition). Post-hoc analysis revealed that controls performed better than BD-I individuals on loss-avoidance stimuli (p = 0.02). Better performance of controls relative to BD-I individuals on gain stimuli approached statistical significance (p = 0.06). No correlations of RL measures with symptoms, cognition or antipsychotic dose were observed. In conclusion, this study is among the few to examine RL impairment in euthymic BD-I with history of psychosis at a relatively early illness stage, and indicates that BD-I individuals displayed punishment-driven learning (i.e., negative RL) deficits compared with controls. Diminished punishment-sensitivity may indicate vulnerability to maladaptive behaviors, particularly in response to negative events or stress, and poorer functional impairment. Further research is required to clarify longitudinal trajectory of punishment-insensitivity and its relationship with psychosis and functional outcomes in the early-stage of BD.

Indexed as

Bipolar DisorderLearning DisabilitiesPsychotic DisordersReinforcement, PsychologyAdolescentAdultFemaleHumansMaleNeuropsychological TestsPsychiatric Status Rating ScalesPunishmentYoung AdultBipolar disorderPsychosisPunishment-driven learningReinforcement learningReward-driven learning

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.