Making the Black Box Transparent: A Template and Tutorial for Registration of Studies Using Experience-Sampling Methods

IF 15.6 1区 心理学 Q1 PSYCHOLOGY
O. Kirtley, G. Lafit, R. Achterhof, Anu P. Hiekkaranta, I. Myin-Germeys
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引用次数: 43

Abstract

A growing interest in understanding complex and dynamic psychological processes as they occur in everyday life has led to an increase in studies using ambulatory assessment techniques, including the experience-sampling method (ESM) and ecological momentary assessment. These methods, however, tend to involve numerous forking paths and researcher degrees of freedom, even beyond those typically encountered with other research methodologies. Although a number of researchers working with ESM techniques are actively engaged in efforts to increase the methodological rigor and transparency of research that uses them, currently there is little routine implementation of open-science practices in ESM research. In this article, we discuss the ways in which ESM research is especially vulnerable to threats to transparency, reproducibility, and replicability. We propose that greater use of study registration, a cornerstone of open science, may address some of these threats to the transparency of ESM research. Registration of ESM research is not without challenges, including model selection, accounting for potential model-convergence issues, and the use of preexisting data sets. As these may prove to be significant barriers for ESM researchers, we also discuss ways of overcoming these challenges and of documenting them in a registration. A further challenge is that current general preregistration templates do not adequately capture the unique features of ESM. We present a registration template for ESM research and also discuss registration of studies using preexisting data.
使黑盒透明:使用经验抽样方法注册研究的模板和教程
人们对理解日常生活中发生的复杂而动态的心理过程越来越感兴趣,这导致越来越多的研究使用动态评估技术,包括经验抽样法(ESM)和生态瞬时评估。然而,这些方法往往涉及许多分叉路径和研究人员的自由度,甚至超出了其他研究方法通常遇到的自由度。尽管许多研究ESM技术的研究人员正在积极努力提高使用ESM技术研究的方法学严谨性和透明度,但目前在ESM研究中很少常规实施开放科学实践。在这篇文章中,我们讨论了ESM研究特别容易受到透明度、可复制性和可复制性威胁的方式。我们建议,更多地使用研究注册这一开放科学的基石,可能会解决ESM研究透明度面临的一些威胁。ESM研究的注册并非没有挑战,包括模型选择、解释潜在的模型收敛问题以及使用预先存在的数据集。由于这些可能被证明是ESM研究人员的重大障碍,我们还讨论了克服这些挑战并在注册中记录这些挑战的方法。另一个挑战是,目前的通用预注册模板没有充分捕捉ESM的独特功能。我们提出了ESM研究的注册模板,并讨论了使用预先存在的数据进行研究的注册。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
CiteScore
21.20
自引率
0.70%
发文量
16
期刊介绍: In 2021, Advances in Methods and Practices in Psychological Science will undergo a transition to become an open access journal. This journal focuses on publishing innovative developments in research methods, practices, and conduct within the field of psychological science. It embraces a wide range of areas and topics and encourages the integration of methodological and analytical questions. The aim of AMPPS is to bring the latest methodological advances to researchers from various disciplines, even those who are not methodological experts. Therefore, the journal seeks submissions that are accessible to readers with different research interests and that represent the diverse research trends within the field of psychological science. The types of content that AMPPS welcomes include articles that communicate advancements in methods, practices, and metascience, as well as empirical scientific best practices. Additionally, tutorials, commentaries, and simulation studies on new techniques and research tools are encouraged. The journal also aims to publish papers that bring advances from specialized subfields to a broader audience. Lastly, AMPPS accepts Registered Replication Reports, which focus on replicating important findings from previously published studies. Overall, the transition of Advances in Methods and Practices in Psychological Science to an open access journal aims to increase accessibility and promote the dissemination of new developments in research methods and practices within the field of psychological science.
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