Regulations on dataset preparation and approaches to representative data sampling. Part 1 (Регламент подготовки наборов данных с описанием подходов в формировании репрезентативной выборки данных. Часть 1)

UDC 615.84+616-71

LBC 5с51

М 80

Best Practices in Medical Imaging

Series was launched in 2017

Developer organization: Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies of the Moscow Healthcare Department

Authors:

Prof. S.P. Morozov, MD, PhD, MPH, Chief Officer of Regional Radiology and Instrumental Diagnostics of the Moscow Healthcare Department and the Chief Freelance Specialist-Radiologist for the Central Federal District of the Russian Federation CEO, Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies, Moscow Health Care Department

A.V. Vladzymirskiy, MD, PhD, Chief Research Officer, Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies, Moscow Healthcare Department

A.E. Andreychenko, PhD, Head of the Department of Medical Informatics, Radiomics, and Radiogenomics, Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies, Moscow Healthcare Department

E.S. Akhmad, Junior Researcher, Standardization and Quality Assurance Sector, Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies, Moscow Healthcare Department

I.A. Blokhin, Junior Researcher, Radiology Research Sector, Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies, Moscow Healthcare Department

V.A. Gombolevsky, MD, PhD, Managing Director of Key Research Programs, Artificial Intelligence Research Institute

V.V. Zinchenko, Head of Clinical and Technical Testing Sector, Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies, Moscow Healthcare Department

N.S. Kulberg, PhD, Head of the Department of Medical Imaging Tools Development, Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies, Moscow Healthcare Department

V.P. Novik, Researcher, Department of Medical Imaging Tools Development, Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies, Moscow Healthcare Department

N.A. Pavlov, Project Leader, Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies, Moscow Healthcare Department

M 80 Regulations on dataset preparation and approaches to representative data sampling. Part 1: Guidelines. S.P. Morozov, A.V. Vladzimyrskiy, A.E. Andreychenko et al. Best Practices in Medical Imaging. Issue 103. Moscow. Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies of the Moscow Healthcare Department, 2022, 40 pp.

Reviewers:

E.I. Kremneva, PhD, Senior Researcher, Radiology Department, Research Center of Neurology

A.V. Mishchenko, MD, PhD, Deputy Chief Medical Officer, City Clinical Oncological Hospital No. 1, Moscow Health Care Department This guidance document provides recommendations to all healthcare professionals who curate and perform labeling of medical datasets.

The guideline was developed as part of the research project "Scientific substantiation for the application methodology and methods of quality assessment of intelligent technologies (artificial intelligence) in diagnostics".

This document is the property of the Moscow Healthcare Department and shall not be replicated or distributed without a special permission.

© Moscow Healthcare Department, 2022

© Research and Practical Clinical Center for Diagnostics and Telemedicine Technologies of the Moscow Healthcare Department, 2022 ISSN 2618-7124

© Team of authors, 2022

ISSN 2618-7124