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Use of artificial intelligence in ophthalmology: a narrative review

BACKGROUND: Artificial intelligence (AI) deals with development of algorithms that seek to perceive one’s environment and perform actions that maximize one’s chance of successfully reaching one’s predetermined goals. OBJECTIVE: To provide an overview of the basic principles of AI and its main studie...

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Autores principales: Martins, Thiago Gonçalves dos Santos, Schor, Paulo, Mendes, Luís Guilherme Arneiro, Fowler, Susan, Silva, Rufino
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Associação Paulista de Medicina - APM 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9671570/
https://www.ncbi.nlm.nih.gov/pubmed/36043665
http://dx.doi.org/10.1590/1516-3180.2021.0713.R1.22022022
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author Martins, Thiago Gonçalves dos Santos
Schor, Paulo
Mendes, Luís Guilherme Arneiro
Fowler, Susan
Silva, Rufino
author_facet Martins, Thiago Gonçalves dos Santos
Schor, Paulo
Mendes, Luís Guilherme Arneiro
Fowler, Susan
Silva, Rufino
author_sort Martins, Thiago Gonçalves dos Santos
collection PubMed
description BACKGROUND: Artificial intelligence (AI) deals with development of algorithms that seek to perceive one’s environment and perform actions that maximize one’s chance of successfully reaching one’s predetermined goals. OBJECTIVE: To provide an overview of the basic principles of AI and its main studies in the fields of glaucoma, retinopathy of prematurity, age-related macular degeneration and diabetic retinopathy. From this perspective, the limitations and potential challenges that have accompanied the implementation and development of this new technology within ophthalmology are presented. DESIGN AND SETTING: Narrative review developed by a research group at the Universidade Federal de São Paulo (UNIFESP), São Paulo (SP), Brazil. METHODS: We searched the literature on the main applications of AI within ophthalmology, using the keywords “artificial intelligence”, “diabetic retinopathy”, “macular degeneration age-related”, “glaucoma” and “retinopathy of prematurity,” covering the period from January 1, 2007, to May 3, 2021. We used the MEDLINE database (via PubMed) and the LILACS database (via Virtual Health Library) to identify relevant articles. RESULTS: We retrieved 457 references, of which 47 were considered eligible for intensive review and critical analysis. CONCLUSION: Use of technology, as embodied in AI algorithms, is a way of providing an increasingly accurate service and enhancing scientific research. This forms a source of complement and innovation in relation to the daily skills of ophthalmologists. Thus, AI adds technology to human expertise.
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spelling pubmed-96715702022-11-18 Use of artificial intelligence in ophthalmology: a narrative review Martins, Thiago Gonçalves dos Santos Schor, Paulo Mendes, Luís Guilherme Arneiro Fowler, Susan Silva, Rufino Sao Paulo Med J Narrative Review BACKGROUND: Artificial intelligence (AI) deals with development of algorithms that seek to perceive one’s environment and perform actions that maximize one’s chance of successfully reaching one’s predetermined goals. OBJECTIVE: To provide an overview of the basic principles of AI and its main studies in the fields of glaucoma, retinopathy of prematurity, age-related macular degeneration and diabetic retinopathy. From this perspective, the limitations and potential challenges that have accompanied the implementation and development of this new technology within ophthalmology are presented. DESIGN AND SETTING: Narrative review developed by a research group at the Universidade Federal de São Paulo (UNIFESP), São Paulo (SP), Brazil. METHODS: We searched the literature on the main applications of AI within ophthalmology, using the keywords “artificial intelligence”, “diabetic retinopathy”, “macular degeneration age-related”, “glaucoma” and “retinopathy of prematurity,” covering the period from January 1, 2007, to May 3, 2021. We used the MEDLINE database (via PubMed) and the LILACS database (via Virtual Health Library) to identify relevant articles. RESULTS: We retrieved 457 references, of which 47 were considered eligible for intensive review and critical analysis. CONCLUSION: Use of technology, as embodied in AI algorithms, is a way of providing an increasingly accurate service and enhancing scientific research. This forms a source of complement and innovation in relation to the daily skills of ophthalmologists. Thus, AI adds technology to human expertise. Associação Paulista de Medicina - APM 2022-08-29 /pmc/articles/PMC9671570/ /pubmed/36043665 http://dx.doi.org/10.1590/1516-3180.2021.0713.R1.22022022 Text en https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License
spellingShingle Narrative Review
Martins, Thiago Gonçalves dos Santos
Schor, Paulo
Mendes, Luís Guilherme Arneiro
Fowler, Susan
Silva, Rufino
Use of artificial intelligence in ophthalmology: a narrative review
title Use of artificial intelligence in ophthalmology: a narrative review
title_full Use of artificial intelligence in ophthalmology: a narrative review
title_fullStr Use of artificial intelligence in ophthalmology: a narrative review
title_full_unstemmed Use of artificial intelligence in ophthalmology: a narrative review
title_short Use of artificial intelligence in ophthalmology: a narrative review
title_sort use of artificial intelligence in ophthalmology: a narrative review
topic Narrative Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9671570/
https://www.ncbi.nlm.nih.gov/pubmed/36043665
http://dx.doi.org/10.1590/1516-3180.2021.0713.R1.22022022
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