EEGManyPipelines: A Large-scale, Grassroots Multi-analyst Study of Electroencephalography Analysis Practices in the Wild

Author:

Trübutschek Darinka1ORCID,Yang Yu-Fang2ORCID,Gianelli Claudia3ORCID,Cesnaite Elena4ORCID,Fischer Nastassja L.5ORCID,Vinding Mikkel C.67ORCID,Marshall Tom R.8ORCID,Algermissen Johannes910ORCID,Pascarella Annalisa11ORCID,Puoliväli Tuomas12,Vitale Andrea13ORCID,Busch Niko A.4ORCID,Nilsonne Gustav714ORCID

Affiliation:

1. Research Group Neural Circuits, Consciousness and Cognition, Max Planck Institute for Empirical Aesthetics, Frankfurt/Main, Germany

2. Division of Experimental Psychology and Neuropsychology, Department of Education and Psychology, Freie Universität Berlin, Berlin, Germany

3. Department of Clinical and Experimental Medicine, University of Messina, Messina, Italy

4. Institute of Psychology, University of Münster, Münster, Germany

5. Centre for Research and Development in Learning (CRADLE), Nanyang Technological University, Singapore, Singapore

6. Copenhagen University Hospital - Amager and Hvidovre, Copenhagen, Denmark

7. Department of Clinical Neuroscience, Karolinska Institutet, Stockholm, Sweden

8. Centre for Human Brain Health, School of Psychology, University of Birmingham, Birmingham, United Kingdom

9. Radboud University, Donders Institute for Brain, Cognition, and Behaviour, Nijmegen, The Netherlands

10. Department of Experimental Psychology, University of Oxford, Oxford, United Kingdom

11. Institute of Applied Mathematics “M. Picone”, National Council of Research, Rome, Italy

12. Faculty of Information Technology, University of Jyväskylä, Finland

13. Laboratory for Autism and Neurodevelopmental Disorders, Center for Neuroscience and Cognitive Systems @UniTn, Istituto Italiano di Tecnologia, Rovereto, Italy

14. Department of Psychology, Stockholm University, Stockholm, Sweden

Abstract

Abstract The ongoing reproducibility crisis in psychology and cognitive neuroscience has sparked increasing calls to re-evaluate and reshape scientific culture and practices. Heeding those calls, we have recently launched the EEGManyPipelines project as a means to assess the robustness of EEG research in naturalistic conditions and experiment with an alternative model of conducting scientific research. One hundred sixty-eight analyst teams, encompassing 396 individual researchers from 37 countries, independently analyzed the same unpublished, representative EEG data set to test the same set of predefined hypotheses and then provided their analysis pipelines and reported outcomes. Here, we lay out how large-scale scientific projects can be set up in a grassroots, community-driven manner without a central organizing laboratory. We explain our recruitment strategy, our guidance for analysts, the eventual outputs of this project, and how it might have a lasting impact on the field.

Funder

European Union's Horizon 2020 Research and Innovation Program

Cambridge-NTU Centre for Lifelong Learning and Individualised Cognition

Deutsche Forschungsgemeinschaft

Riksbankens Jubileumsfond

Lundbeck Foundation

Publisher

MIT Press

Subject

Cognitive Neuroscience

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