Cargando…
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...
Autores principales: | , , , , |
---|---|
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 |
_version_ | 1784870231644045312 |
---|---|
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. |
format | Online Article Text |
id | pubmed-9842807 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Vienna |
record_format | MEDLINE/PubMed |
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 |
work_keys_str_mv | AT sardanellifrancesco artificialintelligenceaiinbiomedicalresearchdiscussiononauthorsdeclarationofaiintheirarticlestitle AT castiglioniisabella artificialintelligenceaiinbiomedicalresearchdiscussiononauthorsdeclarationofaiintheirarticlestitle AT colarietianna artificialintelligenceaiinbiomedicalresearchdiscussiononauthorsdeclarationofaiintheirarticlestitle AT schiaffinosimone artificialintelligenceaiinbiomedicalresearchdiscussiononauthorsdeclarationofaiintheirarticlestitle AT dileogiovanni artificialintelligenceaiinbiomedicalresearchdiscussiononauthorsdeclarationofaiintheirarticlestitle |