“…Based on the findings described herein, an unplanned extubation risk assessment tool should consider the presence of delirium, agitation, mode of mechanical ventilation, and time of day (e.g., night/day shifts) as risk factors for unplanned extubation in the ICU [17]. To ensure high quality of care and improve the safety of patients and staff in the ICU, these factors should be assessed by evaluating their working systems.…”