Max Planck Institute for Research on Collective Goods Bonn, Germany.
Front Psychol. 2012 Oct 1;3:335. doi: 10.3389/fpsyg.2012.00335. eCollection 2012.
In the last years, research on risky choice has moved beyond analyzing choices only. Models have been suggested that aim to describe the underlying cognitive processes and some studies have tested process predictions of these models. Prominent approaches are evidence accumulation models such as decision field theory (DFT), simple serial heuristic models such as the adaptive toolbox, and connectionist approaches such as the parallel constraint satisfaction (PCS) model. In two studies involving measures of attention and pupil dilation, we investigate hypotheses derived from these models in choices between two gambles with two outcomes each. We show that attention to an outcome of a gamble increases with its probability and its value and that attention shifts toward the subsequently favored gamble after about two thirds of the decision process, indicating a gaze-cascade effect. Information search occurs mostly within-gambles, and the direction of search does not change over the course of decision making. Pupil dilation, which reflects both cognitive effort and arousal, increases during the decision process and increases with mean expected value. Overall, the results support aspects of automatic integration models for risky choice such as DFT and PCS, but in their current specification none of them can account for the full pattern of results.
在过去的几年中,风险选择的研究已经不仅仅局限于分析选择。已经提出了一些旨在描述潜在认知过程的模型,并且一些研究已经测试了这些模型的过程预测。突出的方法是证据积累模型,如决策场理论(DFT),简单的序列启发式模型,如自适应工具箱,以及连接主义方法,如并行约束满足(PCS)模型。在两项涉及注意力和瞳孔扩张测量的研究中,我们研究了这些模型在两个具有两个结果的赌博之间的选择中得出的假设。我们表明,对一个赌博结果的注意力随着其概率和价值的增加而增加,并且在决策过程的大约三分之二之后,注意力会转向随后偏好的赌博,表明了一种凝视级联效应。信息搜索主要在赌博内进行,并且搜索的方向在决策过程中不会改变。瞳孔扩张反映了认知努力和唤醒度,在决策过程中增加,并随着平均预期值的增加而增加。总体而言,结果支持风险选择的自动整合模型的某些方面,如 DFT 和 PCS,但在其当前规范中,没有一个可以解释全部结果模式。