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Single-trial modeling separates multiple overlapping prediction errors during reward processing in human EEG

机译:单试模型在人EEG奖励处理期间分离多重重叠预测误差

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摘要

a Participants pressed a button timed to the estimated completion of lights moving around a circle. The gray target zone cue displayed error tolerance around the 1 s target interval. An example participant RT distribution is centered at the target interval. Audiovisual feedback is indicated by the tolerance cue turning green for wins and red for losses. A black tick mark displayed RT feedback. On 12% of randomly selected trials, blue neutral feedback was given with no RT marker. b Example recording session for one participant for training (first 35 trials) and experimental blocks. Staircase adjustments of tolerance are plotted as a solid purple line, and the dotted purple line indicates the minimum bound on tolerance at ±15 ms. Accuracy for easy and hard blocks is plotted as white circles on gray backgrounds and black diamonds on white backgrounds, respectively. c Separate staircase procedures resulted in group accuracies of (mean ± SD) 82.7 ± 1.7% for easy and 18.1 ± 2.5% for hard blocks. Error bars indicate standard deviation across participants, with individual participant (n = 32 participants) accuracy overlaid as gray lines. d Tolerance and outcome data for the same example participant. Larger markers show block-level accuracy; smaller markers show binary single-trial outcomes. Model fit using logistic regression provides single-trial estimates of win probability, which can be converted to expected value. Inset shows win probability curves across all 32 participants.
机译:参与者按下按钮定时到估计完成圆圈的灯光。灰色目标区域提示围绕1 S目标间隔显示错误容错。示例参与者RT分布以目标间隔居中。视听反馈由容忍提示表示胜利和损耗的红色。黑色刻度标记显示了RT反馈。在12%的随机选择的试验中,没有RT标记给出了蓝色中性反馈。 b用于培训的一名参与者的示例记录会话(前35项试验)和实验块。公差的楼梯调整被绘制为实心紫线,并且虚线紫线表示±15毫秒的公差最小界限。轻松和硬块的准确性分别被绘制为白色圆圈在灰色的背景和白色背景上的黑钻石上。 C单独的楼梯程序导致(平均±SD)的组精度82.7±1.7%,硬块18.1±2.5%。误差栏表示参与者的标准偏差,个人参与者(n = 32参与者)精度覆盖为灰线。 D相同示例参与者的D容差和结果数据。更大的标记显示块级精度;较小的标记显示二进制单审问结果。模型适合使用Logistic回归为赢得概率的单试估计提供,可以转换为预期的值。插图显示所有32名参与者的竞争概率曲线。

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