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The Use of Big Data to Improve Human Health: How Experience From other Industries Will Shape the Future

‘Data science’ represents a set of mathematical and software development related techniques that are applied across a wide range of problems and industries. Practitioners of data science in human health-related domains typically see a world that differs substantially from practitioners in other doma...

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Detalles Bibliográficos
Autores principales: Hewett, Timothy E, Olsen, Greg, Atkinson, Mark
Formato: Online Artículo Texto
Lenguaje:English
Publicado: NASMI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8637290/
https://www.ncbi.nlm.nih.gov/pubmed/34909264
http://dx.doi.org/10.26603/001c.29858
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author Hewett, Timothy E
Olsen, Greg
Atkinson, Mark
author_facet Hewett, Timothy E
Olsen, Greg
Atkinson, Mark
author_sort Hewett, Timothy E
collection PubMed
description ‘Data science’ represents a set of mathematical and software development related techniques that are applied across a wide range of problems and industries. Practitioners of data science in human health-related domains typically see a world that differs substantially from practitioners in other domains such as advertising, finance, e-commerce, manufacturing, or social networking. This commentary discusses what those differences are (Project vs Product Focus, Independent vs Integrated Efforts, Causality vs Prediction Driven, Statistical vs Machine Learning Centricity) why they exist, and the future convergence that we believe is on the horizon. The concepts discussed can provide a starting point in which health and human performance-focused stakeholders can begin to align well-established data science applications from other domains to further enable innovative health and performance solutions.
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spelling pubmed-86372902021-12-13 The Use of Big Data to Improve Human Health: How Experience From other Industries Will Shape the Future Hewett, Timothy E Olsen, Greg Atkinson, Mark Int J Sports Phys Ther Invited Clinical Commentary ‘Data science’ represents a set of mathematical and software development related techniques that are applied across a wide range of problems and industries. Practitioners of data science in human health-related domains typically see a world that differs substantially from practitioners in other domains such as advertising, finance, e-commerce, manufacturing, or social networking. This commentary discusses what those differences are (Project vs Product Focus, Independent vs Integrated Efforts, Causality vs Prediction Driven, Statistical vs Machine Learning Centricity) why they exist, and the future convergence that we believe is on the horizon. The concepts discussed can provide a starting point in which health and human performance-focused stakeholders can begin to align well-established data science applications from other domains to further enable innovative health and performance solutions. NASMI 2021-11-02 /pmc/articles/PMC8637290/ /pubmed/34909264 http://dx.doi.org/10.26603/001c.29858 Text en https://creativecommons.org/licenses/by-nc-sa/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution-NonCommercial-ShareAlike License (4.0) (https://creativecommons.org/licenses/by-nc-sa/4.0/) which permits non-commercial use, distribution, and reproduction in any medium, provided the original author and source are credited. If you remix, transform, or build upon this work, you must distribute your contributions under the same license as the original.
spellingShingle Invited Clinical Commentary
Hewett, Timothy E
Olsen, Greg
Atkinson, Mark
The Use of Big Data to Improve Human Health: How Experience From other Industries Will Shape the Future
title The Use of Big Data to Improve Human Health: How Experience From other Industries Will Shape the Future
title_full The Use of Big Data to Improve Human Health: How Experience From other Industries Will Shape the Future
title_fullStr The Use of Big Data to Improve Human Health: How Experience From other Industries Will Shape the Future
title_full_unstemmed The Use of Big Data to Improve Human Health: How Experience From other Industries Will Shape the Future
title_short The Use of Big Data to Improve Human Health: How Experience From other Industries Will Shape the Future
title_sort use of big data to improve human health: how experience from other industries will shape the future
topic Invited Clinical Commentary
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8637290/
https://www.ncbi.nlm.nih.gov/pubmed/34909264
http://dx.doi.org/10.26603/001c.29858
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