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Changes in software as a medical device based on artificial intelligence technologies
PURPOSE: to develop a procedure for registering changes, notifying users about changes made, unifying software as a medical device based on artificial intelligence technologies (SaMD-AI) changes, as well as requirements for testing and inspections—quality control before and after making changes. MET...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer International Publishing
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9188918/ https://www.ncbi.nlm.nih.gov/pubmed/35691995 http://dx.doi.org/10.1007/s11548-022-02669-1 |
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author | Zinchenko, Victoria Chetverikov, Sergey Akhmad, Ekaterina Arzamasov, Kirill Vladzymyrskyy, Anton Andreychenko, Anna Morozov, Sergey |
author_facet | Zinchenko, Victoria Chetverikov, Sergey Akhmad, Ekaterina Arzamasov, Kirill Vladzymyrskyy, Anton Andreychenko, Anna Morozov, Sergey |
author_sort | Zinchenko, Victoria |
collection | PubMed |
description | PURPOSE: to develop a procedure for registering changes, notifying users about changes made, unifying software as a medical device based on artificial intelligence technologies (SaMD-AI) changes, as well as requirements for testing and inspections—quality control before and after making changes. METHODS: The main types of changes, divided into two groups—major and minor. Major changes imply a subsequent change of a SaMD-AI version to improve efficiency and safety, to change the functionality, and to ensure the processing of new data types. Minor changes imply those that SaMD-AI developers can make due to errors in the program code. Three types of SaMD-AI testings are proposed to use: functional testing, calibration testing or control, and technical testing. RESULTS: The presented approaches for validation SaMD-AI changes were introduced. The unified requirements for the request for changes and forms of their submission made this procedure understandable for SaMD-AI developers, and also adjusted the workload for the Experiment experts who checked all the changes made to SaMD-AI. CONCLUSION: This article discusses the need to control changes in the module of SaMD-AI, as innovative products influencing medical decision making. It justifies the need to control a module operation of SaMD-AI after making changes. To streamline and optimize the necessary and sufficient control procedures, a systematization of possible changes in SaMD-AI and testing methods was carried out. |
format | Online Article Text |
id | pubmed-9188918 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Springer International Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-91889182022-06-17 Changes in software as a medical device based on artificial intelligence technologies Zinchenko, Victoria Chetverikov, Sergey Akhmad, Ekaterina Arzamasov, Kirill Vladzymyrskyy, Anton Andreychenko, Anna Morozov, Sergey Int J Comput Assist Radiol Surg Short Communication PURPOSE: to develop a procedure for registering changes, notifying users about changes made, unifying software as a medical device based on artificial intelligence technologies (SaMD-AI) changes, as well as requirements for testing and inspections—quality control before and after making changes. METHODS: The main types of changes, divided into two groups—major and minor. Major changes imply a subsequent change of a SaMD-AI version to improve efficiency and safety, to change the functionality, and to ensure the processing of new data types. Minor changes imply those that SaMD-AI developers can make due to errors in the program code. Three types of SaMD-AI testings are proposed to use: functional testing, calibration testing or control, and technical testing. RESULTS: The presented approaches for validation SaMD-AI changes were introduced. The unified requirements for the request for changes and forms of their submission made this procedure understandable for SaMD-AI developers, and also adjusted the workload for the Experiment experts who checked all the changes made to SaMD-AI. CONCLUSION: This article discusses the need to control changes in the module of SaMD-AI, as innovative products influencing medical decision making. It justifies the need to control a module operation of SaMD-AI after making changes. To streamline and optimize the necessary and sufficient control procedures, a systematization of possible changes in SaMD-AI and testing methods was carried out. Springer International Publishing 2022-06-13 2022 /pmc/articles/PMC9188918/ /pubmed/35691995 http://dx.doi.org/10.1007/s11548-022-02669-1 Text en © CARS 2022 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic. |
spellingShingle | Short Communication Zinchenko, Victoria Chetverikov, Sergey Akhmad, Ekaterina Arzamasov, Kirill Vladzymyrskyy, Anton Andreychenko, Anna Morozov, Sergey Changes in software as a medical device based on artificial intelligence technologies |
title | Changes in software as a medical device based on artificial intelligence technologies |
title_full | Changes in software as a medical device based on artificial intelligence technologies |
title_fullStr | Changes in software as a medical device based on artificial intelligence technologies |
title_full_unstemmed | Changes in software as a medical device based on artificial intelligence technologies |
title_short | Changes in software as a medical device based on artificial intelligence technologies |
title_sort | changes in software as a medical device based on artificial intelligence technologies |
topic | Short Communication |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9188918/ https://www.ncbi.nlm.nih.gov/pubmed/35691995 http://dx.doi.org/10.1007/s11548-022-02669-1 |
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