Because different approaches exist among clinicians, investigators believe that a multicenter observational study that would collect data regarding the different ways high flow is conducted in patients with acute respiratory failure is necessary before performing an interventional study that would test and compare different strategies in order to answer the question: what are the best strategies (in terms of flow and FiO2 settings) to initiate and to wean high-flow oxygen therapy in patients with acute respiratory failure?