Reference medical datasets (MosMedData) for independent external evaluation of algorithms based on artificial intelligence in diagnostics

Autor:	Nikolay A. Pavlov, Anna E. Andreychenko, Anton V. Vladzymyrskyy, Anush A. Revazyan, Yury S. Kirpichev, Sergey P. Morozov
Jazyk:	English<br />Russian<br />Chinese
Rok vydání:	2021
Předmět:	artificial intelligence medical data dataset marking computer-assisted learning big data verification Computer applications to medicine. Medical informatics R858-859.7
Zdroj:	Digital Diagnostics, Vol 2, Iss 1, Pp 49-66 (2021)
Druh dokumentu:	article
ISSN:	2712-8490 2712-8962
DOI:	10.17816/DD60635
Popis:	The article describes a novel approach to creating annotated medical datasets for testing artificial intelligence-based diagnostic solutions. Moreover, there are four stages of dataset formation described: planning, selection of initial data, marking and verification, and documentation. There are also examples of datasets created using the described methods. The technique is scalable and versatile, and it can be applied to other areas of medicine and healthcare that are being automated and developed using artificial intelligence and big data technologies.
Databáze:	Directory of Open Access Journals
Externí odkaz:	https://doaj.org/article/737be2e3efcb4700b55cfbb057c9e016 Zobrazit plný text záznamu View record in DOAJ