Abstract
The applications of early non-invasive ventilation (NIV) are nowadays expanding in the Emergency Department (ED) for the treatment of different types and etiologies of acute respiratory failure (ARF) Emergency physicians (EP) often face the challenge of predicting short-term outcomes for patients with ARF in the ED
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