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Data availability, reusability, and analytic reproducibility: evaluating the impact of a mandatory open data policy at the journal Cognition
Access to data is a critical feature of an efficient, progressive and ultimately self-correcting scientific ecosystem. But the extent to which in-principle benefits of data sharing are realized in practice is unclear. Crucially, it is largely unknown whether published findings can be reproduced by r...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The Royal Society
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6124055/ https://www.ncbi.nlm.nih.gov/pubmed/30225032 http://dx.doi.org/10.1098/rsos.180448 |
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author | Hardwicke, Tom E. Mathur, Maya B. MacDonald, Kyle Nilsonne, Gustav Banks, George C. Kidwell, Mallory C. Hofelich Mohr, Alicia Clayton, Elizabeth Yoon, Erica J. Henry Tessler, Michael Lenne, Richie L. Altman, Sara Long, Bria Frank, Michael C. |
author_facet | Hardwicke, Tom E. Mathur, Maya B. MacDonald, Kyle Nilsonne, Gustav Banks, George C. Kidwell, Mallory C. Hofelich Mohr, Alicia Clayton, Elizabeth Yoon, Erica J. Henry Tessler, Michael Lenne, Richie L. Altman, Sara Long, Bria Frank, Michael C. |
author_sort | Hardwicke, Tom E. |
collection | PubMed |
description | Access to data is a critical feature of an efficient, progressive and ultimately self-correcting scientific ecosystem. But the extent to which in-principle benefits of data sharing are realized in practice is unclear. Crucially, it is largely unknown whether published findings can be reproduced by repeating reported analyses upon shared data (‘analytic reproducibility’). To investigate this, we conducted an observational evaluation of a mandatory open data policy introduced at the journal Cognition. Interrupted time-series analyses indicated a substantial post-policy increase in data available statements (104/417, 25% pre-policy to 136/174, 78% post-policy), although not all data appeared reusable (23/104, 22% pre-policy to 85/136, 62%, post-policy). For 35 of the articles determined to have reusable data, we attempted to reproduce 1324 target values. Ultimately, 64 values could not be reproduced within a 10% margin of error. For 22 articles all target values were reproduced, but 11 of these required author assistance. For 13 articles at least one value could not be reproduced despite author assistance. Importantly, there were no clear indications that original conclusions were seriously impacted. Mandatory open data policies can increase the frequency and quality of data sharing. However, suboptimal data curation, unclear analysis specification and reporting errors can impede analytic reproducibility, undermining the utility of data sharing and the credibility of scientific findings. |
format | Online Article Text |
id | pubmed-6124055 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | The Royal Society |
record_format | MEDLINE/PubMed |
spelling | pubmed-61240552018-09-17 Data availability, reusability, and analytic reproducibility: evaluating the impact of a mandatory open data policy at the journal Cognition Hardwicke, Tom E. Mathur, Maya B. MacDonald, Kyle Nilsonne, Gustav Banks, George C. Kidwell, Mallory C. Hofelich Mohr, Alicia Clayton, Elizabeth Yoon, Erica J. Henry Tessler, Michael Lenne, Richie L. Altman, Sara Long, Bria Frank, Michael C. R Soc Open Sci Psychology and Cognitive Neuroscience Access to data is a critical feature of an efficient, progressive and ultimately self-correcting scientific ecosystem. But the extent to which in-principle benefits of data sharing are realized in practice is unclear. Crucially, it is largely unknown whether published findings can be reproduced by repeating reported analyses upon shared data (‘analytic reproducibility’). To investigate this, we conducted an observational evaluation of a mandatory open data policy introduced at the journal Cognition. Interrupted time-series analyses indicated a substantial post-policy increase in data available statements (104/417, 25% pre-policy to 136/174, 78% post-policy), although not all data appeared reusable (23/104, 22% pre-policy to 85/136, 62%, post-policy). For 35 of the articles determined to have reusable data, we attempted to reproduce 1324 target values. Ultimately, 64 values could not be reproduced within a 10% margin of error. For 22 articles all target values were reproduced, but 11 of these required author assistance. For 13 articles at least one value could not be reproduced despite author assistance. Importantly, there were no clear indications that original conclusions were seriously impacted. Mandatory open data policies can increase the frequency and quality of data sharing. However, suboptimal data curation, unclear analysis specification and reporting errors can impede analytic reproducibility, undermining the utility of data sharing and the credibility of scientific findings. The Royal Society 2018-08-15 /pmc/articles/PMC6124055/ /pubmed/30225032 http://dx.doi.org/10.1098/rsos.180448 Text en © 2018 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited. |
spellingShingle | Psychology and Cognitive Neuroscience Hardwicke, Tom E. Mathur, Maya B. MacDonald, Kyle Nilsonne, Gustav Banks, George C. Kidwell, Mallory C. Hofelich Mohr, Alicia Clayton, Elizabeth Yoon, Erica J. Henry Tessler, Michael Lenne, Richie L. Altman, Sara Long, Bria Frank, Michael C. Data availability, reusability, and analytic reproducibility: evaluating the impact of a mandatory open data policy at the journal Cognition |
title | Data availability, reusability, and analytic reproducibility: evaluating the impact of a mandatory open data policy at the journal Cognition |
title_full | Data availability, reusability, and analytic reproducibility: evaluating the impact of a mandatory open data policy at the journal Cognition |
title_fullStr | Data availability, reusability, and analytic reproducibility: evaluating the impact of a mandatory open data policy at the journal Cognition |
title_full_unstemmed | Data availability, reusability, and analytic reproducibility: evaluating the impact of a mandatory open data policy at the journal Cognition |
title_short | Data availability, reusability, and analytic reproducibility: evaluating the impact of a mandatory open data policy at the journal Cognition |
title_sort | data availability, reusability, and analytic reproducibility: evaluating the impact of a mandatory open data policy at the journal cognition |
topic | Psychology and Cognitive Neuroscience |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6124055/ https://www.ncbi.nlm.nih.gov/pubmed/30225032 http://dx.doi.org/10.1098/rsos.180448 |
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