Protocol for implementing the nested model for AI design and validation in compliance with AI regulations
Summary: Here, we present a protocol for implementing the nested model for developing and validating artificial intelligence (AI) systems in compliance with AI regulations. We describe steps for defining the regulations and associated ethical and technical key requirements through the potential rese...
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| Format: | Article |
| Language: | English |
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Elsevier
2025-06-01
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| Series: | STAR Protocols |
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| Online Access: | http://www.sciencedirect.com/science/article/pii/S2666166725001777 |
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| author | Akshat Dubey Zewen Yang Aleksandar Anžel Georges Hattab |
| author_facet | Akshat Dubey Zewen Yang Aleksandar Anžel Georges Hattab |
| author_sort | Akshat Dubey |
| collection | DOAJ |
| description | Summary: Here, we present a protocol for implementing the nested model for developing and validating artificial intelligence (AI) systems in compliance with AI regulations. We describe steps for defining the regulations and associated ethical and technical key requirements through the potential research questions. We then detail the procedures for designing and validating an AI application across the domain, data, model, and prediction layers, enabling users to interact with layers through a front-end interface.For complete information on the generation and use of this protocol, please refer to Dubey et al.1 : Publisher’s note: Undertaking any experimental protocol requires adherence to local institutional guidelines for laboratory safety and ethics. |
| format | Article |
| id | doaj-art-fdf71c037ab64073a4e245cfb63eda91 |
| institution | DOAJ |
| issn | 2666-1667 |
| language | English |
| publishDate | 2025-06-01 |
| publisher | Elsevier |
| record_format | Article |
| series | STAR Protocols |
| spelling | doaj-art-fdf71c037ab64073a4e245cfb63eda912025-08-20T03:09:01ZengElsevierSTAR Protocols2666-16672025-06-016210377110.1016/j.xpro.2025.103771Protocol for implementing the nested model for AI design and validation in compliance with AI regulationsAkshat Dubey0Zewen Yang1Aleksandar Anžel2Georges Hattab3Center for Artificial Intelligence in the Public Health Research (ZKI-PH) at Robert Koch Institute, Nordufer 20, 13353 Berlin, Germany; Department of Mathematics and Computer Science, Freie Universität Berlin, Arnimallee 14, 14195 Berlin, Germany; Corresponding authorCenter for Artificial Intelligence in the Public Health Research (ZKI-PH) at Robert Koch Institute, Nordufer 20, 13353 Berlin, GermanyCenter for Artificial Intelligence in the Public Health Research (ZKI-PH) at Robert Koch Institute, Nordufer 20, 13353 Berlin, GermanyCenter for Artificial Intelligence in the Public Health Research (ZKI-PH) at Robert Koch Institute, Nordufer 20, 13353 Berlin, Germany; Department of Mathematics and Computer Science, Freie Universität Berlin, Arnimallee 14, 14195 Berlin, GermanySummary: Here, we present a protocol for implementing the nested model for developing and validating artificial intelligence (AI) systems in compliance with AI regulations. We describe steps for defining the regulations and associated ethical and technical key requirements through the potential research questions. We then detail the procedures for designing and validating an AI application across the domain, data, model, and prediction layers, enabling users to interact with layers through a front-end interface.For complete information on the generation and use of this protocol, please refer to Dubey et al.1 : Publisher’s note: Undertaking any experimental protocol requires adherence to local institutional guidelines for laboratory safety and ethics.http://www.sciencedirect.com/science/article/pii/S2666166725001777Health SciencesComputer sciences |
| spellingShingle | Akshat Dubey Zewen Yang Aleksandar Anžel Georges Hattab Protocol for implementing the nested model for AI design and validation in compliance with AI regulations STAR Protocols Health Sciences Computer sciences |
| title | Protocol for implementing the nested model for AI design and validation in compliance with AI regulations |
| title_full | Protocol for implementing the nested model for AI design and validation in compliance with AI regulations |
| title_fullStr | Protocol for implementing the nested model for AI design and validation in compliance with AI regulations |
| title_full_unstemmed | Protocol for implementing the nested model for AI design and validation in compliance with AI regulations |
| title_short | Protocol for implementing the nested model for AI design and validation in compliance with AI regulations |
| title_sort | protocol for implementing the nested model for ai design and validation in compliance with ai regulations |
| topic | Health Sciences Computer sciences |
| url | http://www.sciencedirect.com/science/article/pii/S2666166725001777 |
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