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The Experiment Factory: Standardizing Behavioral Experiments

Overview of attention for article published in Frontiers in Psychology, April 2016
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About this Attention Score

  • In the top 5% of all research outputs scored by Altmetric
  • High Attention Score compared to outputs of the same age (96th percentile)
  • High Attention Score compared to outputs of the same age and source (93rd percentile)

Mentioned by

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128 X users
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2 Facebook pages

Citations

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43 Dimensions

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140 Mendeley
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Title
The Experiment Factory: Standardizing Behavioral Experiments
Published in
Frontiers in Psychology, April 2016
DOI 10.3389/fpsyg.2016.00610
Pubmed ID
Authors

Vanessa V. Sochat, Ian W. Eisenberg, A. Zeynep Enkavi, Jamie Li, Patrick G. Bissett, Russell A. Poldrack

Abstract

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.

X Demographics

X Demographics

The data shown below were collected from the profiles of 128 X users who shared this research output. Click here to find out more about how the information was compiled.
Mendeley readers

Mendeley readers

The data shown below were compiled from readership statistics for 140 Mendeley readers of this research output. Click here to see the associated Mendeley record.

Geographical breakdown

Country Count As %
United Kingdom 3 2%
France 2 1%
Netherlands 2 1%
Chile 1 <1%
Sweden 1 <1%
Spain 1 <1%
United States 1 <1%
Luxembourg 1 <1%
Unknown 128 91%

Demographic breakdown

Readers by professional status Count As %
Student > Ph. D. Student 39 28%
Researcher 25 18%
Student > Master 10 7%
Student > Bachelor 10 7%
Professor 9 6%
Other 29 21%
Unknown 18 13%
Readers by discipline Count As %
Psychology 64 46%
Neuroscience 9 6%
Computer Science 8 6%
Medicine and Dentistry 8 6%
Social Sciences 4 3%
Other 15 11%
Unknown 32 23%
Attention Score in Context

Attention Score in Context

This research output has an Altmetric Attention Score of 78. This is our high-level measure of the quality and quantity of online attention that it has received. This Attention Score, as well as the ranking and number of research outputs shown below, was calculated when the research output was last mentioned on 14 August 2020.
All research outputs
#562,374
of 25,947,988 outputs
Outputs from Frontiers in Psychology
#1,173
of 34,891 outputs
Outputs of similar age
#9,996
of 313,704 outputs
Outputs of similar age from Frontiers in Psychology
#27
of 416 outputs
Altmetric has tracked 25,947,988 research outputs across all sources so far. Compared to these this one has done particularly well and is in the 97th percentile: it's in the top 5% of all research outputs ever tracked by Altmetric.
So far Altmetric has tracked 34,891 research outputs from this source. They typically receive a lot more attention than average, with a mean Attention Score of 13.5. This one has done particularly well, scoring higher than 96% of its peers.
Older research outputs will score higher simply because they've had more time to accumulate mentions. To account for age we can compare this Altmetric Attention Score to the 313,704 tracked outputs that were published within six weeks on either side of this one in any source. This one has done particularly well, scoring higher than 96% of its contemporaries.
We're also able to compare this research output to 416 others from the same source and published within six weeks on either side of this one. This one has done particularly well, scoring higher than 93% of its contemporaries.