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超越单一范式、管道和结果:在心理生理学中采用多元宇宙分析。

Beyond single paradigms, pipelines, and outcomes: Embracing multiverse analyses in psychophysiology.

机构信息

Department of Psychology, University of South Florida, Tampa, FL, USA.

出版信息

Int J Psychophysiol. 2024 Mar;197:112311. doi: 10.1016/j.ijpsycho.2024.112311. Epub 2024 Jan 29.

DOI:10.1016/j.ijpsycho.2024.112311
PMID:38296000
Abstract

Psychophysiological research is an inherently complex undertaking due to the nature of the data, and its analysis is characterized by many decision points that shape the final dataset and a study's findings. These decisions create a "multiverse" of possible outcomes, and each decision from study conceptualization to statistical analysis can lead to different results and interpretations. This review describes the concept of multiverse analyses, a methodological approach designed to understand the impact of different decisions on the robustness of a study's findings and interpretation. The emphasis is on transparently showcasing different reasonable approaches for constructing a final dataset and on highlighting the influence of various decision points, from experimental design to data processing and outcome selection. For example, the choice of an experimental task can significantly impact event-related brain potential (ERP) scores or skin conductance responses (SCRs), and different tasks might elicit unique variances in each measure. This review underscores the importance of transparently embracing the flexibility inherent in psychophysiological research and the potential consequences of not understanding the fragility or robustness of experimental findings. By navigating the intricate terrain of the psychophysiological multiverse, this review serves as an introduction, helping researchers to make informed decisions, improve the collective understanding of psychophysiological findings, and push the boundaries of the field.

摘要

心理生理学研究由于数据的性质而具有内在的复杂性,其分析的特点是有许多决策点,这些决策点塑造了最终数据集和研究结果。这些决策产生了“多元宇宙”的可能结果,从研究概念化到统计分析的每一个决策都可能导致不同的结果和解释。本综述描述了多元宇宙分析的概念,这是一种方法学方法,旨在理解不同决策对研究结果和解释的稳健性的影响。重点是透明地展示构建最终数据集的不同合理方法,并强调从实验设计到数据处理和结果选择的各种决策点的影响。例如,实验任务的选择会对事件相关脑电位(ERP)分数或皮肤电反应(SCR)产生重大影响,并且不同的任务可能会在每个测量中引起独特的方差。本综述强调了透明地接受心理生理学研究中固有的灵活性以及不了解实验结果的脆弱性或稳健性的潜在后果的重要性。通过在心理生理学多元宇宙的复杂地形中导航,本综述作为一个介绍,帮助研究人员做出明智的决策,提高对心理生理学发现的集体理解,并推动该领域的发展。

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