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The Experiment Factory: Standardizing Behavioral Experiments

The administration of behavioral and experimental paradigms for psychology research is hindered by lack of a coordinated effort to develop and deploy standardized paradigms. While several frameworks (Mason and Suri, 2011; McDonnell et al., 2012; de Leeuw, 2015; Lange et al., 2015) have provided infr...

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Autores principales: Sochat, Vanessa V., Eisenberg, Ian W., Enkavi, A. Zeynep, Li, Jamie, Bissett, Patrick G., Poldrack, Russell A.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4844768/
https://www.ncbi.nlm.nih.gov/pubmed/27199843
http://dx.doi.org/10.3389/fpsyg.2016.00610
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author Sochat, Vanessa V.
Eisenberg, Ian W.
Enkavi, A. Zeynep
Li, Jamie
Bissett, Patrick G.
Poldrack, Russell A.
author_facet Sochat, Vanessa V.
Eisenberg, Ian W.
Enkavi, A. Zeynep
Li, Jamie
Bissett, Patrick G.
Poldrack, Russell A.
author_sort Sochat, Vanessa V.
collection PubMed
description The administration of behavioral and experimental paradigms for psychology research is hindered by lack of a coordinated effort to develop and deploy standardized paradigms. While several frameworks (Mason and Suri, 2011; McDonnell et al., 2012; de Leeuw, 2015; Lange et al., 2015) have provided infrastructure and methods for individual research groups to develop paradigms, missing is a coordinated effort to develop paradigms linked with a system to easily deploy them. This disorganization leads to redundancy in development, divergent implementations of conceptually identical tasks, disorganized and error-prone code lacking documentation, and difficulty in replication. The ongoing reproducibility crisis in psychology and neuroscience research (Baker, 2015; Open Science Collaboration, 2015) highlights the urgency of this challenge: reproducible research in behavioral psychology is conditional on deployment of equivalent experiments. A large, accessible repository of experiments for researchers to develop collaboratively is most efficiently accomplished through an open source framework. Here we present the Experiment Factory, an open source framework for the development and deployment of web-based experiments. The modular infrastructure includes experiments, virtual machines for local or cloud deployment, and an application to drive these components and provide developers with functions and tools for further extension. We release this infrastructure with a deployment (http://www.expfactory.org) that researchers are currently using to run a set of over 80 standardized web-based experiments on Amazon Mechanical Turk. By providing open source tools for both deployment and development, this novel infrastructure holds promise to bring reproducibility to the administration of experiments, and accelerate scientific progress by providing a shared community resource of psychological paradigms.
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spelling pubmed-48447682016-05-19 The Experiment Factory: Standardizing Behavioral Experiments Sochat, Vanessa V. Eisenberg, Ian W. Enkavi, A. Zeynep Li, Jamie Bissett, Patrick G. Poldrack, Russell A. Front Psychol Psychology The administration of behavioral and experimental paradigms for psychology research is hindered by lack of a coordinated effort to develop and deploy standardized paradigms. While several frameworks (Mason and Suri, 2011; McDonnell et al., 2012; de Leeuw, 2015; Lange et al., 2015) have provided infrastructure and methods for individual research groups to develop paradigms, missing is a coordinated effort to develop paradigms linked with a system to easily deploy them. This disorganization leads to redundancy in development, divergent implementations of conceptually identical tasks, disorganized and error-prone code lacking documentation, and difficulty in replication. The ongoing reproducibility crisis in psychology and neuroscience research (Baker, 2015; Open Science Collaboration, 2015) highlights the urgency of this challenge: reproducible research in behavioral psychology is conditional on deployment of equivalent experiments. A large, accessible repository of experiments for researchers to develop collaboratively is most efficiently accomplished through an open source framework. Here we present the Experiment Factory, an open source framework for the development and deployment of web-based experiments. The modular infrastructure includes experiments, virtual machines for local or cloud deployment, and an application to drive these components and provide developers with functions and tools for further extension. We release this infrastructure with a deployment (http://www.expfactory.org) that researchers are currently using to run a set of over 80 standardized web-based experiments on Amazon Mechanical Turk. By providing open source tools for both deployment and development, this novel infrastructure holds promise to bring reproducibility to the administration of experiments, and accelerate scientific progress by providing a shared community resource of psychological paradigms. Frontiers Media S.A. 2016-04-26 /pmc/articles/PMC4844768/ /pubmed/27199843 http://dx.doi.org/10.3389/fpsyg.2016.00610 Text en Copyright © 2016 Sochat, Eisenberg, Enkavi, Li, Bissett and Poldrack. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Psychology
Sochat, Vanessa V.
Eisenberg, Ian W.
Enkavi, A. Zeynep
Li, Jamie
Bissett, Patrick G.
Poldrack, Russell A.
The Experiment Factory: Standardizing Behavioral Experiments
title The Experiment Factory: Standardizing Behavioral Experiments
title_full The Experiment Factory: Standardizing Behavioral Experiments
title_fullStr The Experiment Factory: Standardizing Behavioral Experiments
title_full_unstemmed The Experiment Factory: Standardizing Behavioral Experiments
title_short The Experiment Factory: Standardizing Behavioral Experiments
title_sort experiment factory: standardizing behavioral experiments
topic Psychology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4844768/
https://www.ncbi.nlm.nih.gov/pubmed/27199843
http://dx.doi.org/10.3389/fpsyg.2016.00610
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