Liberation From Mechanical Ventilation Using Extubation Advisor Decision Support

Timely and safe extubation in critically ill patients is vitally important as prolonged mechanical ventilation and failed attempts at extubation are associated with increased morbidity, mortality, costs, intensive care unit (ICU) stays, and a risk for aerosolization of COVID-19 to health care providers. A Spontaneous Breathing Trial (SBT) is the current standard of care to assess a patient's readiness for extubation. However, SBTs are performed in various ways and have poor ability to predict successful extubation on their own. There is an urgent need to improve and standardize extubation decision-making. In a prior multicenter study, the investigators showed that decreased respiratory rate variability during SBTs predicted extubation failure better than other predictive indices.

The Extubation Advisor (EA) tool combines clinician's assessments of extubation readiness with predictive analytics and risk mitigation strategies for individual patients. In a single centre observational study, the investigators demonstrated the ability to deliver EA reports to the bedside and acceptability of this decision-support tool to respiratory therapists (RTs) and physicians (MDs).

The investigators will conduct the Liberation from mechanical ventilation using EA Decision Support (LEADS) Pilot Trial to assess feasibility outcomes. They will include critically ill adults who are invasively ventilated for \>48 hours and are ready to undergo an SBT.

Patients in the intervention arm undergo an EA assessment and treating clinicians (RTs, MDs) will receive an EA report for each SBT conducted. The EA report will help to guide extubation decision-making. Patients in the control arm receive standard care. SBTs will be directed by clinicians.

The primary feasibility outcome will reflect the ability to recruit the desired population. The investigators will also assess the usefulness of the tool to MDs and complete an analysis of resource utilization to inform future economic analyses of cost-effectiveness. The investigators aim to recruit 1 to 2 patients/month/center.

The LEADS trial is novel and low-risk. It is the first trial to evaluate use of a bedside decision support tool to assist ICU clinicians with extubation decision-making. The LEADS pilot trial will inform the design of a future, large-scale randomized controlled trial that is expected to enhance the care delivered to critically ill patients, improve extubation outcomes, and inform extubation practice in ICUs.