Social and Neural Systems Lab, University of Zurich Zurich, Switzerland.
Front Neurosci. 2011 Sep 30;5:115. doi: 10.3389/fnins.2011.00115. eCollection 2011.
Our decisions are guided by the rewards we expect. These expectations are often based on incomplete knowledge and are thus subject to uncertainty. While the neurophysiology of expected rewards is well understood, less is known about the physiology of uncertainty. We hypothesize that uncertainty, or more specifically errors in judging uncertainty, are reflected in pupil dilation, a marker that has frequently been associated with decision making, but so far has remained largely elusive to quantitative models. To test this hypothesis, we measure pupil dilation while observers perform an auditory gambling task. This task dissociates two key decision variables - uncertainty and reward - and their errors from each other and from the act of the decision itself. We first demonstrate that the pupil does not signal expected reward or uncertainty per se, but instead signals surprise, that is, errors in judging uncertainty. While this general finding is independent of the precise quantification of these decision variables, we then analyze this effect with respect to a specific mathematical model of uncertainty and surprise, namely risk and risk prediction error. Using this quantification, we find that pupil dilation and risk prediction error are indeed highly correlated. Under the assumption of a tight link between noradrenaline (NA) and pupil size under constant illumination, our data may be interpreted as empirical evidence for the hypothesis that NA plays a similar role for uncertainty as dopamine does for reward, namely the encoding of error signals.
我们的决策受到预期奖励的引导。这些预期通常基于不完整的知识,因此存在不确定性。尽管预期奖励的神经生理学已经得到很好的理解,但对不确定性的生理学知之甚少。我们假设不确定性,或者更具体地说,判断不确定性的错误,反映在瞳孔扩张上,瞳孔扩张是一个经常与决策相关的标记,但迄今为止,它在很大程度上仍然难以用定量模型来描述。为了验证这一假设,我们在观察者进行听觉赌博任务时测量瞳孔扩张。这个任务将两个关键的决策变量——不确定性和奖励——以及它们的错误与决策本身分离开来。我们首先证明瞳孔并不直接反映预期的奖励或不确定性,而是反映惊讶,即判断不确定性的错误。虽然这个普遍的发现与这些决策变量的精确量化无关,但我们随后根据不确定性和惊讶的特定数学模型(即风险和风险预测误差)来分析这种影响。使用这种量化,我们发现瞳孔扩张和风险预测误差确实高度相关。在假设去甲肾上腺素(NA)和在恒定光照下的瞳孔大小之间存在紧密联系的情况下,我们的数据可以被解释为 NA 对不确定性的作用类似于多巴胺对奖励的作用的经验证据,即错误信号的编码。