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Diffusion Modelling Reveals the Decision Making Processes Underlying Negative Judgement Bias in Rats

机译:扩散建模揭示了大鼠负判断偏见的决策过程

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摘要

Human decision making is modified by emotional state. Rodents exhibit similar biases during interpretation of ambiguous cues that can be altered by affective state manipulations. In this study, the impact of negative affective state on judgement bias in rats was measured using an ambiguous-cue interpretation task. Acute treatment with an anxiogenic drug (FG7142), and chronic restraint stress and social isolation both induced a bias towards more negative interpretation of the ambiguous cue. The diffusion model was fit to behavioural data to allow further analysis of the underlying decision making processes. To uncover the way in which parameters vary together in relation to affective state manipulations, independent component analysis was conducted on rate of information accumulation and distances to decision threshold parameters for control data. Results from this analysis were applied to parameters from negative affective state manipulations. These projected components were compared to control components to reveal the changes in decision making processes that are due to affective state manipulations. Negative affective bias in rodents induced by either FG7142 or chronic stress is due to a combination of more negative interpretation of the ambiguous cue, reduced anticipation of the high reward and increased anticipation of the low reward.
机译:人类的决策会因情感状态而改变。啮齿动物在解释歧义线索时表现出相似的偏见,可以通过情感状态操纵来改变它们。在这项研究中,使用歧义提示解释任务测量了负面情感状态对大鼠判断偏见的影响。用抗焦虑药(FG7142)进行的急性治疗以及长期的束缚压力和社会隔离都导致人们倾向于对歧义线索进行更负面的解释。扩散模型适合行为数据,以允许进一步分析潜在的决策过程。为了揭示参数相对于情感状态操作一起变化的方式,对信息积累的速率以及与控制数据决策阈值参数的距离进行了独立的成分分析。该分析的结果被应用于负面情感状态操纵的参数。将这些计划的组件与控制组件进行比较,以揭示由于情感状态操纵而导致决策过程的变化。 FG7142或慢性压力在啮齿动物中产生的负面情感偏见是由于对歧义线索的更多负面解释,对高额报酬的预期减少和对低额报酬的预期增加所致。

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