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Bridging AI development with clinical relevance—A scoping review of skin cancer models since CLEAR Derm. Where to next?

Authors :
Tan, Eugene
Tran, Minh
Rademaker, Marius
Lin, Frank P. Y.
Source :
Australasian Journal of Dermatology. May2024, Vol. 65 Issue 3, pe56-e58. 3p.
Publication Year :
2024

Abstract

This article discusses the development of artificial intelligence (AI) algorithms for the diagnosis of skin cancer. The authors conducted a review of peer-reviewed journal publications on this topic and found that while many studies reported technical properties of data and algorithm development, they often lacked critical clinical information. Only 10.4% of the studies complied with the CLEAR Derm guidelines, which raises concerns about the clinical relevance of these AI models. The article proposes a translational framework for successful integration of AI into clinical practice, emphasizing the need for standardization, transparency, and high-quality reporting. The authors also highlight the importance of ethical and legal frameworks and the assessment of AI models for clinical efficacy and safety. [Extracted from the article]

Details

Language :
English
ISSN :
00048380
Volume :
65
Issue :
3
Database :
Academic Search Index
Journal :
Australasian Journal of Dermatology
Publication Type :
Academic Journal
Accession number :
177321083
Full Text :
https://doi.org/10.1111/ajd.14207