Background Liberation from mechanical ventilation (MV) remains challenging, particularly in difficult-to-wean patients. Weaning failure (i.e. inability to wean or post-extubation failure) and spontaneous breathing trial (SBT) failure are often grouped together despite distinct underlying mechanisms. Moreover, most studies have focused on a single physiological predictor of weaning success, although ventilator liberation is a complex, multiorgan process.