  This article discusses open problems, implemented solutions, and future
research in the area of responsible AI in healthcare. In particular, we
illustrate two main research themes related to the work of two laboratories
within the Department of Informatics, Systems, and Communication at the
University of Milano-Bicocca. The problems addressed concern, in particular,
{uncertainty in medical data and machine advice}, and the problem of online
health information disorder.
