Exploration-exploitation and suicidal behavior in borderline personality disorder and depression
Tsypes, A., Hallquist, M.N., Ianni, A., Kaurin, A., Wright, A.G.C., & Dombrovski, A.Y.
JAMA Psychiatry. 2024;81(10):1010-1019
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This study used behavioral experiments and reinforcement learning (RL) modeling to explore decision-making in people with borderline personality disorder (BPD) and late-life depression. We found that serious suicidal behavior is linked with the inability to shift away from unrewarded choices, resulting in under-exploration. This inflexible behavior predicted daily suicidal ideation. Conversely, low-lethality suicidal behavior was associated with excessive shifts after both rewarded and unrewarded actions. These patterns were not explained by confounding factors like medication exposure or depressive symptoms.