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Potential benefits, unintended consequences, and future roles of artificial intelligence in orthopaedic surgery research: a call to emphasize data quality and indications
Artificial intelligence and machine-learning analytics have gained extensive popularity in recent years due to their clinically relevant applications. A wide range of proof-of-concept studies have demonstrated the ability of these analyses to personalize risk prediction, detect implant specifics fro...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
The British Editorial Society of Bone & Joint Surgery
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9047073/ https://www.ncbi.nlm.nih.gov/pubmed/35084227 http://dx.doi.org/10.1302/2633-1462.31.BJO-2021-0123.R1 |
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author | Kunze, Kyle N. Orr, Melissa Krebs, Viktor Bhandari, Mohit Piuzzi, Nicolas S. |
author_facet | Kunze, Kyle N. Orr, Melissa Krebs, Viktor Bhandari, Mohit Piuzzi, Nicolas S. |
author_sort | Kunze, Kyle N. |
collection | PubMed |
description | Artificial intelligence and machine-learning analytics have gained extensive popularity in recent years due to their clinically relevant applications. A wide range of proof-of-concept studies have demonstrated the ability of these analyses to personalize risk prediction, detect implant specifics from imaging, and monitor and assess patient movement and recovery. Though these applications are exciting and could potentially influence practice, it is imperative to understand when these analyses are indicated and where the data are derived from, prior to investing resources and confidence into the results and conclusions. In this article, we review the current benefits and potential limitations of machine-learning for the orthopaedic surgeon with a specific emphasis on data quality. |
format | Online Article Text |
id | pubmed-9047073 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | The British Editorial Society of Bone & Joint Surgery |
record_format | MEDLINE/PubMed |
spelling | pubmed-90470732022-04-29 Potential benefits, unintended consequences, and future roles of artificial intelligence in orthopaedic surgery research: a call to emphasize data quality and indications Kunze, Kyle N. Orr, Melissa Krebs, Viktor Bhandari, Mohit Piuzzi, Nicolas S. Bone Jt Open Annotation Artificial intelligence and machine-learning analytics have gained extensive popularity in recent years due to their clinically relevant applications. A wide range of proof-of-concept studies have demonstrated the ability of these analyses to personalize risk prediction, detect implant specifics from imaging, and monitor and assess patient movement and recovery. Though these applications are exciting and could potentially influence practice, it is imperative to understand when these analyses are indicated and where the data are derived from, prior to investing resources and confidence into the results and conclusions. In this article, we review the current benefits and potential limitations of machine-learning for the orthopaedic surgeon with a specific emphasis on data quality. The British Editorial Society of Bone & Joint Surgery 2022-01-27 /pmc/articles/PMC9047073/ /pubmed/35084227 http://dx.doi.org/10.1302/2633-1462.31.BJO-2021-0123.R1 Text en © 2022 Author(s) et al. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution Non-Commercial No Derivatives (CC BY-NC-ND 4.0) licence, which permits the copying and redistribution of the work only, and provided the original author and source are credited. See https://creativecommons.org/licenses/by-nc-nd/4.0/ |
spellingShingle | Annotation Kunze, Kyle N. Orr, Melissa Krebs, Viktor Bhandari, Mohit Piuzzi, Nicolas S. Potential benefits, unintended consequences, and future roles of artificial intelligence in orthopaedic surgery research: a call to emphasize data quality and indications |
title | Potential benefits, unintended consequences, and future roles of artificial intelligence in orthopaedic surgery research: a call to emphasize data quality and indications |
title_full | Potential benefits, unintended consequences, and future roles of artificial intelligence in orthopaedic surgery research: a call to emphasize data quality and indications |
title_fullStr | Potential benefits, unintended consequences, and future roles of artificial intelligence in orthopaedic surgery research: a call to emphasize data quality and indications |
title_full_unstemmed | Potential benefits, unintended consequences, and future roles of artificial intelligence in orthopaedic surgery research: a call to emphasize data quality and indications |
title_short | Potential benefits, unintended consequences, and future roles of artificial intelligence in orthopaedic surgery research: a call to emphasize data quality and indications |
title_sort | potential benefits, unintended consequences, and future roles of artificial intelligence in orthopaedic surgery research: a call to emphasize data quality and indications |
topic | Annotation |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9047073/ https://www.ncbi.nlm.nih.gov/pubmed/35084227 http://dx.doi.org/10.1302/2633-1462.31.BJO-2021-0123.R1 |
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