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Artificial intelligence (AI) in biomedical research: discussion on authors’ declaration of AI in their articles title

Artificial intelligence (AI) and its different approaches, from machine learning to deep learning, are not new. We discuss here about the declaration of AI in the title of those articles dealing with AI. From 1990 to 2021, while AI articles in the PubMed increased from 300 to 59,596, the percentage...

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Autores principales: Sardanelli, Francesco, Castiglioni, Isabella, Colarieti, Anna, Schiaffino, Simone, Di Leo, Giovanni
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Springer Vienna 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9842807/
https://www.ncbi.nlm.nih.gov/pubmed/36645623
http://dx.doi.org/10.1186/s41747-022-00316-7
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author Sardanelli, Francesco
Castiglioni, Isabella
Colarieti, Anna
Schiaffino, Simone
Di Leo, Giovanni
author_facet Sardanelli, Francesco
Castiglioni, Isabella
Colarieti, Anna
Schiaffino, Simone
Di Leo, Giovanni
author_sort Sardanelli, Francesco
collection PubMed
description Artificial intelligence (AI) and its different approaches, from machine learning to deep learning, are not new. We discuss here about the declaration of AI in the title of those articles dealing with AI. From 1990 to 2021, while AI articles in the PubMed increased from 300 to 59,596, the percentage declaring AI in the title describes a U-like-shaped curve: about 30% in early 1990s, less than 13% in 2005–2014, again 30% in 2020–2021. A similar trend was observed for AI in medical imaging. While the initial decline could be due to the establishment of AI methods, the recent increase could be related to the capacity of AI to outperform humans, especially in image recognition, fuelled by the adoption of graphic processing units for general purpose computing. The recent increase may also be due to the relevance of open issues about AI, including the standardisation of methods, explainability of results, and concerns about AI-induced epoch-making transformations: to say “We are using AI” in the title may also reflect these concerns.
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spelling pubmed-98428072023-01-18 Artificial intelligence (AI) in biomedical research: discussion on authors’ declaration of AI in their articles title Sardanelli, Francesco Castiglioni, Isabella Colarieti, Anna Schiaffino, Simone Di Leo, Giovanni Eur Radiol Exp Hypothesis Artificial intelligence (AI) and its different approaches, from machine learning to deep learning, are not new. We discuss here about the declaration of AI in the title of those articles dealing with AI. From 1990 to 2021, while AI articles in the PubMed increased from 300 to 59,596, the percentage declaring AI in the title describes a U-like-shaped curve: about 30% in early 1990s, less than 13% in 2005–2014, again 30% in 2020–2021. A similar trend was observed for AI in medical imaging. While the initial decline could be due to the establishment of AI methods, the recent increase could be related to the capacity of AI to outperform humans, especially in image recognition, fuelled by the adoption of graphic processing units for general purpose computing. The recent increase may also be due to the relevance of open issues about AI, including the standardisation of methods, explainability of results, and concerns about AI-induced epoch-making transformations: to say “We are using AI” in the title may also reflect these concerns. Springer Vienna 2023-01-16 /pmc/articles/PMC9842807/ /pubmed/36645623 http://dx.doi.org/10.1186/s41747-022-00316-7 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) .
spellingShingle Hypothesis
Sardanelli, Francesco
Castiglioni, Isabella
Colarieti, Anna
Schiaffino, Simone
Di Leo, Giovanni
Artificial intelligence (AI) in biomedical research: discussion on authors’ declaration of AI in their articles title
title Artificial intelligence (AI) in biomedical research: discussion on authors’ declaration of AI in their articles title
title_full Artificial intelligence (AI) in biomedical research: discussion on authors’ declaration of AI in their articles title
title_fullStr Artificial intelligence (AI) in biomedical research: discussion on authors’ declaration of AI in their articles title
title_full_unstemmed Artificial intelligence (AI) in biomedical research: discussion on authors’ declaration of AI in their articles title
title_short Artificial intelligence (AI) in biomedical research: discussion on authors’ declaration of AI in their articles title
title_sort artificial intelligence (ai) in biomedical research: discussion on authors’ declaration of ai in their articles title
topic Hypothesis
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9842807/
https://www.ncbi.nlm.nih.gov/pubmed/36645623
http://dx.doi.org/10.1186/s41747-022-00316-7
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