A novel method for modeling tonic and phasic pupil dynamics in humans.

IF 3.9 2区 心理学 Q1 PSYCHOLOGY, EXPERIMENTAL
Matthias Mittner, Josephine Maria Groot
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引用次数: 0

Abstract

The human pupil is a widely used physiological metric in psychology and neuroscience. Changes in pupil diameter (PD) are thought to reflect changes in locus coeruleus-norepinephrine (LC/NE) activity, which is associated with cognitive and behavioral optimization. Here, we present a novel algorithm to decompose the pupil signal into its tonic and phasic components. We evaluate the utility and validity of the algorithms using both artificially generated data and an existing dataset from a fast-paced finger-tapping task. Results show that the novel algorithm outperforms traditional approaches on simulated data. We further demonstrate that our algorithm provides more conclusive evidence for relationships between mind wandering reports and pupil predictors compared to traditional window-averaging. Finally, we demonstrate that the novel and traditional estimates contain distinct information regarding neuroimaging correlates and task performance.

一种模拟人类瞳孔张力和相位动力学的新方法。
人的瞳孔是心理学和神经科学中广泛使用的生理指标。瞳孔直径(PD)的变化被认为反映了蓝斑-去甲肾上腺素(LC/NE)活性的变化,这与认知和行为优化有关。本文提出了一种将瞳孔信号分解为主频和相位分量的新算法。我们使用人工生成的数据和来自快节奏手指敲击任务的现有数据集来评估算法的效用和有效性。结果表明,该算法在模拟数据上优于传统方法。我们进一步证明,与传统的窗口平均相比,我们的算法为走神报告和瞳孔预测之间的关系提供了更确凿的证据。最后,我们证明了新的和传统的估计包含关于神经成像相关和任务性能的不同信息。
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来源期刊
CiteScore
10.30
自引率
9.30%
发文量
266
期刊介绍: Behavior Research Methods publishes articles concerned with the methods, techniques, and instrumentation of research in experimental psychology. The journal focuses particularly on the use of computer technology in psychological research. An annual special issue is devoted to this field.
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