Background Successful weaning from mechanical ventilation is important for patients
admitted to intensive care units. However, models for predicting real-time weaning outcomes …

Ventilator liberation is one of the most critical decisions in the intensive care unit; however,
prediction of extubation failure is difficult, and the proportion thereof remains high. Machine …

Background Clinical decision of extubation is a challenge in the treatment of patient with
invasive mechanical ventilation (IMV), since existing extubation protocols are not capable of …

Background Weaning from mechanical ventilation (MV) is an essential issue in critically ill
patients, and we used an explainable machine learning (ML) approach to establish an …

Background: Ventilator weaning protocols are commonly implemented for patients receiving
mechanical ventilation. However, despite such protocols, the rate of extubation failure …

Background: Extubation failure (EF) can lead to an increased chance of ventilator-
associated pneumonia, longer hospital stays, and a higher mortality rate. This study aimed …

Successful weaning from prolonged mechanical ventilation (MV) is an important issue in
respiratory care centers (RCCs). Delayed or premature extubation increases both the risk of …

The decision to extubate patients on invasive mechanical ventilation is critical; however,
clinician performance in identifying patients to liberate from the ventilator is poor. Machine …

Background: Criteria to identify patients who are ready to be liberated from mechanical
ventilation are imprecise, often resulting in prolonged mechanical ventilation or reintubation …

Weaning from mechanical ventilation covers the process of liberating the patient from
mechanical support and removing the associated endotracheal tube. The management of …