THEMIS 5.0 is a Horizon project that draws researchers and practitioners from diverse disciplines to secure that AI-driven hybrid decision support is trustworthy and takes place in accordance with human user needs and moral values as well as adheres with the key success indicators of the embedding socio-technical environment.