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Natural Language Processing and Its Use in Orthopaedic Research

PURPOSE OF REVIEW: This review aims to demonstrate how natural language processing is used in orthopaedic research. RECENT FINDINGS: Natural language processing is a form of artificial intelligence that involves encoding human-generated text or speech into a form which can be interpreted by computer...

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Autores principales: Wyatt, John M., Booth, Gregory J., Goldman, Ashton H.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer US 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8577962/
https://www.ncbi.nlm.nih.gov/pubmed/34755276
http://dx.doi.org/10.1007/s12178-021-09734-3
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author Wyatt, John M.
Booth, Gregory J.
Goldman, Ashton H.
author_facet Wyatt, John M.
Booth, Gregory J.
Goldman, Ashton H.
author_sort Wyatt, John M.
collection PubMed
description PURPOSE OF REVIEW: This review aims to demonstrate how natural language processing is used in orthopaedic research. RECENT FINDINGS: Natural language processing is a form of artificial intelligence that involves encoding human-generated text or speech into a form which can be interpreted by computers to perform a variety of tasks. Natural language processing gathers, processes, and organizes large amounts of free-text data more efficiently than humans. In orthopaedics, it has been utilized for retrospective chart review, automated reporting of electronic health record data, analyzing operative notes and radiology reports, and patient reviews of physicians and practices. SUMMARY: Although still in its infancy, natural language processing promises to be a valuable tool in the future of orthopaedic research. It will not eliminate the need for the essential human component of questioning involved in research, but natural language processing can improve the quality, efficiency, and thoroughness of research, thus improving patient care.
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spelling pubmed-85779622021-11-10 Natural Language Processing and Its Use in Orthopaedic Research Wyatt, John M. Booth, Gregory J. Goldman, Ashton H. Curr Rev Musculoskelet Med The Use of Technology in Orthopaedic Surgery—Intraoperative and Post Operative Management (C Krueger and S Bini, Section Editors) PURPOSE OF REVIEW: This review aims to demonstrate how natural language processing is used in orthopaedic research. RECENT FINDINGS: Natural language processing is a form of artificial intelligence that involves encoding human-generated text or speech into a form which can be interpreted by computers to perform a variety of tasks. Natural language processing gathers, processes, and organizes large amounts of free-text data more efficiently than humans. In orthopaedics, it has been utilized for retrospective chart review, automated reporting of electronic health record data, analyzing operative notes and radiology reports, and patient reviews of physicians and practices. SUMMARY: Although still in its infancy, natural language processing promises to be a valuable tool in the future of orthopaedic research. It will not eliminate the need for the essential human component of questioning involved in research, but natural language processing can improve the quality, efficiency, and thoroughness of research, thus improving patient care. Springer US 2021-11-10 /pmc/articles/PMC8577962/ /pubmed/34755276 http://dx.doi.org/10.1007/s12178-021-09734-3 Text en © This is a U.S. government work and not under copyright protection in the U.S.; foreign copyright protection may apply 2021
spellingShingle The Use of Technology in Orthopaedic Surgery—Intraoperative and Post Operative Management (C Krueger and S Bini, Section Editors)
Wyatt, John M.
Booth, Gregory J.
Goldman, Ashton H.
Natural Language Processing and Its Use in Orthopaedic Research
title Natural Language Processing and Its Use in Orthopaedic Research
title_full Natural Language Processing and Its Use in Orthopaedic Research
title_fullStr Natural Language Processing and Its Use in Orthopaedic Research
title_full_unstemmed Natural Language Processing and Its Use in Orthopaedic Research
title_short Natural Language Processing and Its Use in Orthopaedic Research
title_sort natural language processing and its use in orthopaedic research
topic The Use of Technology in Orthopaedic Surgery—Intraoperative and Post Operative Management (C Krueger and S Bini, Section Editors)
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8577962/
https://www.ncbi.nlm.nih.gov/pubmed/34755276
http://dx.doi.org/10.1007/s12178-021-09734-3
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