Each year, 300 000 new borns are hospitalised in neonatology units in Europe. This period is very sensitive as newborns are exposed to a high risk of morbidity and mortality, with severe impact on neuro-developmental prognostic. The Rennes University Hospital was granted a specific funding from the European Union in the framework of the Horizon 2020 programme (Call PERSONALISING HEALTH AND CARE 2015-single-stage - Grant Agreement Number 689260) to develop the Digi-NewB project. This project aims to develop innovative non-invasive monitoring tools to support decision making in health. Such tools include a new generation of real time monitoring in neonatology using composite indices made of cardio-respiratory variables, movements, sounds, and clinical data. The Digi-NewB cohort aims to gather all physiological data relevant for the creation of the composite indices.