Perhaps you can tell us a little bit about your background and what interests you about working in these AI-related topics.

So thank you very much for the invitation, Michael.

I feel very honored and it's really much appreciated the acknowledgement to our work.

So yes, basically my father is a software engineer and so I got a bit this as a hobby when I was young to just to learn how to make some programs and everything and then When I was after studying medicine, I was thinking about, OK, what can I do which combines the human and machines? And so it was quite easy to make the choice of going into radiology.

Yeah, and so today I'm an interventional neuroradiologist working in Berlin and after doing my fellowship in France as well.

And so basically, I'm trying to still combine my research into neurointerventions and AI.

And so basically the idea of this paper I had when I was in RAVES working as a fellow.

And maybe you can go into, you know, what your study design was and what your