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Improving Health Care with Advanced Analytics: Practical Considerations

Artificial intelligence (AI) is becoming ubiquitous in health care, largely through machine learning and predictive analytics applications. Recent applications of AI to common health care scenarios, such as screening and diagnosing, have fueled optimism about the use of advanced analytics to improve...

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Detalles Bibliográficos
Autores principales: Benuzillo, Jose, Savitz, Lucy A., Evans, Scott
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Ubiquity Press 2019
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6437691/
https://www.ncbi.nlm.nih.gov/pubmed/30937325
http://dx.doi.org/10.5334/egems.276
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author Benuzillo, Jose
Savitz, Lucy A.
Evans, Scott
author_facet Benuzillo, Jose
Savitz, Lucy A.
Evans, Scott
author_sort Benuzillo, Jose
collection PubMed
description Artificial intelligence (AI) is becoming ubiquitous in health care, largely through machine learning and predictive analytics applications. Recent applications of AI to common health care scenarios, such as screening and diagnosing, have fueled optimism about the use of advanced analytics to improve care. Careful and objective considerations need to be made before implementing an advanced analytics solution. Critical evaluation before, during, and after its implementation will ensure safe care, good outcomes, and the elimination of waste. In this commentary we offer basic practical considerations for developing, implementing, and evaluating such solutions based on many years of experience.
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spelling pubmed-64376912019-04-01 Improving Health Care with Advanced Analytics: Practical Considerations Benuzillo, Jose Savitz, Lucy A. Evans, Scott EGEMS (Wash DC) Commentary/Editorial Artificial intelligence (AI) is becoming ubiquitous in health care, largely through machine learning and predictive analytics applications. Recent applications of AI to common health care scenarios, such as screening and diagnosing, have fueled optimism about the use of advanced analytics to improve care. Careful and objective considerations need to be made before implementing an advanced analytics solution. Critical evaluation before, during, and after its implementation will ensure safe care, good outcomes, and the elimination of waste. In this commentary we offer basic practical considerations for developing, implementing, and evaluating such solutions based on many years of experience. Ubiquity Press 2019-03-25 /pmc/articles/PMC6437691/ /pubmed/30937325 http://dx.doi.org/10.5334/egems.276 Text en Copyright: © 2019 The Author(s) http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International License (CC-BY 4.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. See http://creativecommons.org/licenses/by/4.0/.
spellingShingle Commentary/Editorial
Benuzillo, Jose
Savitz, Lucy A.
Evans, Scott
Improving Health Care with Advanced Analytics: Practical Considerations
title Improving Health Care with Advanced Analytics: Practical Considerations
title_full Improving Health Care with Advanced Analytics: Practical Considerations
title_fullStr Improving Health Care with Advanced Analytics: Practical Considerations
title_full_unstemmed Improving Health Care with Advanced Analytics: Practical Considerations
title_short Improving Health Care with Advanced Analytics: Practical Considerations
title_sort improving health care with advanced analytics: practical considerations
topic Commentary/Editorial
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6437691/
https://www.ncbi.nlm.nih.gov/pubmed/30937325
http://dx.doi.org/10.5334/egems.276
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