Medical-informed machine learning: integrating prior knowledge into medical decision systems.
Christel SirocchiAlessandro BoglioloSara MontagnaPublished in: BMC medical informatics and decision making (2024)
By illustrating various integration strategies through a clinical case study, this work provides guidance to inspire and facilitate future integration efforts. Furthermore, the study identifies the need to refine domain knowledge representation and fine-tune its contribution to the ML model as the two main challenges to integration and aims to stimulate further research in this direction.