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foreign I would like to welcome everybody to na artificial intelligence lecture series our speaker today is Dr Papa dimetris who is a professor of radiology and biomedical Imaging and biomedical engineering at Yale I met him while working on NIH reviews he is very enthusiastic about the field and very dedicated to science his reviews were always among the most comprehensive and thoughtful his research interests are in the areas of medical image analysis and the creation of software for medical applications he is the first author of the recent textbook introduction to Medical software foundations for digital Health devices and Diagnostics and he will be talking today about lessons from the regulatory process for medical software for image analysis and Ai and Im turning over to Dr Papa dimetris for the introduction we were there of maybe four five six years ago when the onslaught of AEI started giving the study sections you know small business in a small business review and I was a rev