“…All the 33 included studies were observational in their design [20–52]. The studies originated from multiple countries [20,21,23,32–35,38,42,43,45,48,51]. Nineteen studies included only patients admitted to the ICU [20,22,24,25,27,30-32,35–39,43–47,52], five studies included patients admitted to a COVID-19-dedicated HDU [28,29,33,34,42], eight studies included patients who were admitted to both HDU and ICU [21,23,26,40,41,48,49,51], and one study included Emergency Department patients who were later admitted either to the HDU of ICU [50].…”