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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...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Ubiquity Press
2019
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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. |
format | Online Article Text |
id | pubmed-6437691 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Ubiquity Press |
record_format | MEDLINE/PubMed |
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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