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Semantic concept schema of the linear mixed model of experimental observations

In the information age, smart data modelling and data management can be carried out to address the wealth of data produced in scientific experiments. In this paper, we propose a semantic model for the statistical analysis of datasets by linear mixed models. We tie together disparate statistical conc...

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Autores principales: Ćwiek-Kupczyńska, Hanna, Filipiak, Katarzyna, Markiewicz, Augustyn, Rocca-Serra, Philippe, Gonzalez-Beltran, Alejandra N., Sansone, Susanna-Assunta, Millet, Emilie J., van Eeuwijk, Fred, Ławrynowicz, Agnieszka, Krajewski, Paweł
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7046786/
https://www.ncbi.nlm.nih.gov/pubmed/32109232
http://dx.doi.org/10.1038/s41597-020-0409-7
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author Ćwiek-Kupczyńska, Hanna
Filipiak, Katarzyna
Markiewicz, Augustyn
Rocca-Serra, Philippe
Gonzalez-Beltran, Alejandra N.
Sansone, Susanna-Assunta
Millet, Emilie J.
van Eeuwijk, Fred
Ławrynowicz, Agnieszka
Krajewski, Paweł
author_facet Ćwiek-Kupczyńska, Hanna
Filipiak, Katarzyna
Markiewicz, Augustyn
Rocca-Serra, Philippe
Gonzalez-Beltran, Alejandra N.
Sansone, Susanna-Assunta
Millet, Emilie J.
van Eeuwijk, Fred
Ławrynowicz, Agnieszka
Krajewski, Paweł
author_sort Ćwiek-Kupczyńska, Hanna
collection PubMed
description In the information age, smart data modelling and data management can be carried out to address the wealth of data produced in scientific experiments. In this paper, we propose a semantic model for the statistical analysis of datasets by linear mixed models. We tie together disparate statistical concepts in an interdisciplinary context through the application of ontologies, in particular the Statistics Ontology (STATO), to produce FAIR data summaries. We hope to improve the general understanding of statistical modelling and thus contribute to a better description of the statistical conclusions from data analysis, allowing their efficient exploration and automated processing.
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spelling pubmed-70467862020-03-05 Semantic concept schema of the linear mixed model of experimental observations Ćwiek-Kupczyńska, Hanna Filipiak, Katarzyna Markiewicz, Augustyn Rocca-Serra, Philippe Gonzalez-Beltran, Alejandra N. Sansone, Susanna-Assunta Millet, Emilie J. van Eeuwijk, Fred Ławrynowicz, Agnieszka Krajewski, Paweł Sci Data Article In the information age, smart data modelling and data management can be carried out to address the wealth of data produced in scientific experiments. In this paper, we propose a semantic model for the statistical analysis of datasets by linear mixed models. We tie together disparate statistical concepts in an interdisciplinary context through the application of ontologies, in particular the Statistics Ontology (STATO), to produce FAIR data summaries. We hope to improve the general understanding of statistical modelling and thus contribute to a better description of the statistical conclusions from data analysis, allowing their efficient exploration and automated processing. Nature Publishing Group UK 2020-02-27 /pmc/articles/PMC7046786/ /pubmed/32109232 http://dx.doi.org/10.1038/s41597-020-0409-7 Text en © The Author(s) 2020 Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/.
spellingShingle Article
Ćwiek-Kupczyńska, Hanna
Filipiak, Katarzyna
Markiewicz, Augustyn
Rocca-Serra, Philippe
Gonzalez-Beltran, Alejandra N.
Sansone, Susanna-Assunta
Millet, Emilie J.
van Eeuwijk, Fred
Ławrynowicz, Agnieszka
Krajewski, Paweł
Semantic concept schema of the linear mixed model of experimental observations
title Semantic concept schema of the linear mixed model of experimental observations
title_full Semantic concept schema of the linear mixed model of experimental observations
title_fullStr Semantic concept schema of the linear mixed model of experimental observations
title_full_unstemmed Semantic concept schema of the linear mixed model of experimental observations
title_short Semantic concept schema of the linear mixed model of experimental observations
title_sort semantic concept schema of the linear mixed model of experimental observations
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7046786/
https://www.ncbi.nlm.nih.gov/pubmed/32109232
http://dx.doi.org/10.1038/s41597-020-0409-7
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