Hawkins Guy E, Forstmann Birte U, Wagenmakers Eric-Jan, Ratcliff Roger, Brown Scott D
School of Psychology, University of Newcastle, Callaghan, NSW 2308, Australia,
Amsterdam Brain and Cognition and.
J Neurosci. 2015 Feb 11;35(6):2476-84. doi: 10.1523/JNEUROSCI.2410-14.2015.
For nearly 50 years, the dominant account of decision-making holds that noisy information is accumulated until a fixed threshold is crossed. This account has been tested extensively against behavioral and neurophysiological data for decisions about consumer goods, perceptual stimuli, eyewitness testimony, memories, and dozens of other paradigms, with no systematic misfit between model and data. Recently, the standard model has been challenged by alternative accounts that assume that less evidence is required to trigger a decision as time passes. Such "collapsing boundaries" or "urgency signals" have gained popularity in some theoretical accounts of neurophysiology. Nevertheless, evidence in favor of these models is mixed, with support coming from only a narrow range of decision paradigms compared with a long history of support from dozens of paradigms for the standard theory. We conducted the first large-scale analysis of data from humans and nonhuman primates across three distinct paradigms using powerful model-selection methods to compare evidence for fixed versus collapsing bounds. Overall, we identified evidence in favor of the standard model with fixed decision boundaries. We further found that evidence for static or dynamic response boundaries may depend on specific paradigms or procedures, such as the extent of task practice. We conclude that the difficulty of selecting between collapsing and fixed bounds models has received insufficient attention in previous research, calling into question some previous results.
近50年来,决策的主流观点认为,噪声信息不断积累,直到跨越一个固定阈值。该观点已针对消费品决策、感知刺激、目击证人证词、记忆以及其他数十种范式的行为和神经生理学数据进行了广泛测试,模型与数据之间没有系统性的不匹配。最近,标准模型受到了其他观点的挑战,这些观点认为随着时间的推移,触发决策所需的证据更少。这种“边界收缩”或“紧急信号”在一些神经生理学理论观点中颇受关注。然而,支持这些模型的证据喜忧参半,与标准理论在数十种范式中得到长期支持相比,它们仅在有限的决策范式中得到支持。我们使用强大的模型选择方法,对来自人类和非人类灵长类动物的三种不同范式的数据进行了首次大规模分析,以比较固定边界与收缩边界的证据。总体而言,我们发现了支持具有固定决策边界的标准模型的证据。我们进一步发现,静态或动态反应边界的证据可能取决于特定的范式或程序,例如任务练习的程度。我们得出结论,在先前的研究中,选择收缩边界模型和固定边界模型的难度未得到充分关注,这对先前的一些结果提出了质疑。