New Frontiers in Ambulatory Assessment: Big Data Methods for Capturing Couples' Emotions, Vocalizations, and Physiology in Daily Life
New Frontiers in Ambulatory Assessment: Big Data Methods for Capturing Couples' Emotions, Vocalizations, and Physiology in Daily Life
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DOI：
10.1177/1948550617709115
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发表时间：
2017-07-01
影响因子：
5.7
通讯作者：
Margolin, Gayla
中科院分区：
文献类型：
--
作者：
Timmons, Adela C.;Baucom, Brian R.;Margolin, Gayla
随着智能手机技术和可穿戴生物传感器的使用越来越多，我们目前正在经历许多人所说的数据革命，在很长一段时间内被动收集密集的多通道数据。这些程序正在改变心理学家概念化研究的方式，并有可能推动亲密关系研究的重要进展。这项概念验证研究来自心理学家和工程师合作的情侣移动传感项目，它结合了大数据和动态评估方法来研究夫妻日常生活中的多模式微过程。这些数据收集程序旨在测试日常行为、生理和声音互动的特征如何在个体内部和个体之间整合。我们提供两个迷你插图来展示这些数据如何跨模式和合作伙伴同步，以及如何链接到广义关系维度。讨论强调了捕捉多模式、多人、实时、自然发生的社会现象的潜力和挑战。
With the increasing use of smartphone technologies and wearable biosensors, we are currently undergoing what many have termed a data revolution, where intensive, multichannel data are passively collected over long time frames. Such procedures are transforming the way psychologists conceptualize research and have the potential to spur important advances in the study of close relationships. This proof-of-concept study from the Couple Mobile Sensing Project, a partnership between psychologists and engineers, combines big data and ambulatory assessment methodologies to study multimodal, microprocesses in couples' everyday lives. These data collection procedures are designed to test how characteristics of everyday behavioral, physiological, and vocal interactions are integrated within and across individuals. We present two mini-illustrations to show how these data can be synchronized across modalities and partners and can be linked to generalized relationship dimensions. Discussion highlights the potential and challenges of capturing multimodal, multiperson, real-time, naturally occurring social phenomena.