FEATURE Medical Equipment & Devices
Verifying and validating AI-based medical devices
R
egulatory requirements in the European Union and other major medical markets do not currently address the unique and complex characteristics of medical devices This gap between advanced technologies
that are available now and existing regulations poses a myriad of challenges to medical device By leveraging advanced algorithms and vast amounts of data generated through can quickly adapt to new information and changing conditions, as well as optimise their can lead to improved treatment outcomes for patients, resulting in reduced costs and substantial gains in the overall quality of
potential for improving the quality of healthcare, they also present some important The greatest challenge comes from the singular Traditionally, the assessment of the
safety of medical devices has been based 14971 provides medical device developers with However, many algorithms and data models are not “locked” but instead continuously learn and adapt their functionality in real-time to product development process and a different code, which can be evaluated line by line for
largely dependent on an assessment of both the quality and quantity of data since these
16 February 2022 Irish Manufacturing
data quality can include hidden biases in the selection and collection of data, or errors in of data, in which data sets either align too closely or not closely enough with the data assessing the quantity of the data required to models are generally based on a highly nested basis or the appropriateness of the model’s process There are at present no harmonised
most, current regulations in major jurisdictions should strongly consider taking a more expansive approach in assessing the safety of
address every aspect of the product planning and development process, and extend beyond the initial product release date to include To assist developers and manufacturers in
“Requirements Checklist” for assessing the
approach that considers all of the relevant processes and phases of the product a comprehensive assessment of the risks technologies throughout the entire product
where a manufacturer outsources key Until appropriate standards and regulations can be developed and implemented, the
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