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Toward Open and Reproducible Epidemiology
Starting in the 2010s, researchers in the experimental social sciences rapidly began to adopt increasingly open and reproducible scientific practices. These practices include publicly sharing deidentified data when possible, sharing analytical code, and preregistering study protocols. Empirical evid...
Autores principales: | , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Oxford University Press
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10089067/ https://www.ncbi.nlm.nih.gov/pubmed/36627249 http://dx.doi.org/10.1093/aje/kwad007 |
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author | Mathur, Maya B Fox, Matthew P |
author_facet | Mathur, Maya B Fox, Matthew P |
author_sort | Mathur, Maya B |
collection | PubMed |
description | Starting in the 2010s, researchers in the experimental social sciences rapidly began to adopt increasingly open and reproducible scientific practices. These practices include publicly sharing deidentified data when possible, sharing analytical code, and preregistering study protocols. Empirical evidence from the social sciences suggests such practices are feasible, can improve analytical reproducibility, and can reduce selective reporting. In academic epidemiology, adoption of open-science practices has been slower than in the social sciences (with some notable exceptions, such as registering clinical trials). Epidemiologic studies are often large, complex, conceived after data have already been collected, and difficult to replicate directly by collecting new data. These characteristics make it especially important to ensure their integrity and analytical reproducibility. Open-science practices can also pay immediate dividends to researchers’ own work by clarifying scientific reasoning and encouraging well-documented, organized workflows. We consider how established epidemiologists and early-career researchers alike can help midwife a culture of open science in epidemiology through their research practices, mentorship, and editorial activities. |
format | Online Article Text |
id | pubmed-10089067 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Oxford University Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-100890672023-04-12 Toward Open and Reproducible Epidemiology Mathur, Maya B Fox, Matthew P Am J Epidemiol Practice of Epidemiology Starting in the 2010s, researchers in the experimental social sciences rapidly began to adopt increasingly open and reproducible scientific practices. These practices include publicly sharing deidentified data when possible, sharing analytical code, and preregistering study protocols. Empirical evidence from the social sciences suggests such practices are feasible, can improve analytical reproducibility, and can reduce selective reporting. In academic epidemiology, adoption of open-science practices has been slower than in the social sciences (with some notable exceptions, such as registering clinical trials). Epidemiologic studies are often large, complex, conceived after data have already been collected, and difficult to replicate directly by collecting new data. These characteristics make it especially important to ensure their integrity and analytical reproducibility. Open-science practices can also pay immediate dividends to researchers’ own work by clarifying scientific reasoning and encouraging well-documented, organized workflows. We consider how established epidemiologists and early-career researchers alike can help midwife a culture of open science in epidemiology through their research practices, mentorship, and editorial activities. Oxford University Press 2023-01-10 /pmc/articles/PMC10089067/ /pubmed/36627249 http://dx.doi.org/10.1093/aje/kwad007 Text en © The Author(s) 2023. Published by Oxford University Press on behalf of the Johns Hopkins Bloomberg School of Public Health. https://creativecommons.org/licenses/by-nc/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (https://creativecommons.org/licenses/by-nc/4.0/), which permits non-commercial re-use, distribution, and reproduction in any medium, provided the original work is properly cited. For commercial re-use, please contact journals.permissions@oup.com |
spellingShingle | Practice of Epidemiology Mathur, Maya B Fox, Matthew P Toward Open and Reproducible Epidemiology |
title | Toward Open and Reproducible Epidemiology |
title_full | Toward Open and Reproducible Epidemiology |
title_fullStr | Toward Open and Reproducible Epidemiology |
title_full_unstemmed | Toward Open and Reproducible Epidemiology |
title_short | Toward Open and Reproducible Epidemiology |
title_sort | toward open and reproducible epidemiology |
topic | Practice of Epidemiology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10089067/ https://www.ncbi.nlm.nih.gov/pubmed/36627249 http://dx.doi.org/10.1093/aje/kwad007 |
work_keys_str_mv | AT mathurmayab towardopenandreproducibleepidemiology AT foxmatthewp towardopenandreproducibleepidemiology |