Foundation models in healthcare require rethinking reliability

Thomas Grote, Timo Freiesleben, Philipp Berens

Abstract: A new class of AI models, called foundation models, has entered healthcare. Foundation models violate several basic principles of the standard machine learning paradigm for assessing reliability, making it necessary to rethink what guarantees are required to establish warranted trust in them.