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现实世界在线购物场景中购买决策的神经特征——一项探索性脑电图研究系列

Neural Signature of Buying Decisions in Real-World Online Shopping Scenarios - An Exploratory Electroencephalography Study Series.

作者信息

Horr Ninja K, Han Keren, Mousavi Bijan, Tang Ruihong

机构信息

Brain Intelligence Neuro-Technology Ltd., Beijing, China.

出版信息

Front Hum Neurosci. 2022 Feb 14;15:797064. doi: 10.3389/fnhum.2021.797064. eCollection 2021.

Abstract

The neural underpinnings of decision-making are critical to understanding and predicting human behavior. However, findings from decision neuroscience are limited in their practical applicability due to the gap between experimental decision-making paradigms and real-world choices. The present manuscript investigates the neural markers of buying decisions in a fully natural purchase setting: participants are asked to use their favorite online shopping applications to buy common goods they are currently in need of. Their electroencephalography (EEG) is recorded while they view the product page for each item. EEG responses to pages for products that are eventually bought are compared to those that are discarded. Study 1 repeats this procedure in three batches with different participants, product types, and time periods. In an explorative analysis, two neural markers for buying compared to no-buying decisions are discovered over all three batches: frontal alpha asymmetry peak and frontal theta power peak. Occipital alpha power at alpha asymmetry peaks differs in only one of the three batches. No further significant markers are found. Study 2 compares the natural product search to a design in which subjects are told which product pages to view. In both settings, the frontal alpha asymmetry peak is increased for buying decisions. Frontal theta peak increase is replicated only when subjects search through product pages by themselves. The present study series represents an attempt to find neural markers of real-world decisions in a fully natural environment and explore how those markers can change due to small adjustments for the sake of experimental control. Limitations and practical applicability of the real-world approach to studying decision-making are discussed.

摘要

决策的神经基础对于理解和预测人类行为至关重要。然而,由于实验性决策范式与现实世界选择之间存在差距,决策神经科学的研究结果在实际应用方面受到限制。本手稿在完全自然的购买环境中研究购买决策的神经标志物:要求参与者使用他们最喜欢的在线购物应用程序购买他们当前需要的常见商品。在他们查看每件商品的产品页面时记录他们的脑电图(EEG)。将最终购买产品页面的EEG反应与被丢弃产品页面的反应进行比较。研究1在三批不同的参与者、产品类型和时间段中重复此过程。在一项探索性分析中,在所有三批中发现了两个与不购买决策相比的购买神经标志物:额叶阿尔法不对称峰值和额叶θ功率峰值。阿尔法不对称峰值处的枕叶阿尔法功率仅在三批中的一批中有所不同。未发现进一步的显著标志物。研究2将自然产品搜索与一种设计进行比较,在该设计中,受试者被告知要查看哪些产品页面。在这两种设置中,购买决策时额叶阿尔法不对称峰值都会增加。只有当受试者自己浏览产品页面时,额叶θ峰值增加才会重现。本研究系列旨在尝试在完全自然的环境中找到现实世界决策的神经标志物,并探索这些标志物如何因出于实验控制目的的微小调整而发生变化。讨论了研究决策的现实世界方法的局限性和实际适用性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/d7c2/8882609/5c4f52cfdbe4/fnhum-15-797064-g001.jpg

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