CARES is a research project funded by La Marató TV3 aiming to develop a Clinical Decision Support System (CDSS) that will assists clinicians in the personalized evaluation and management of suicide risk. The system will make us of registry data from the Catalan Data Analytics Program for Health Research and Innovation (PADRIS) and apply machine-learning techniques and previous clinical knowledge on effective suicide prevention interventions. The CDSS will be clinically tested and validated through user-oriented implementation research with patients and clinicians.