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As part of an admission to an Intensive Care Unit (ICU) many patients have breathing tube inserted into their windpipe, also referred to as intubation . This is done for a variety of reasons which can include the need for invasive breathing support and to place the patient into a medically induced coma to allow their body to rest and be treated for the underlying cause of their deterioration. One the patient has started to recover from their illness, the process of removing the breathing tube (extubation) and stopping the breathing machine begins. Optimising this process and ensuring successful removal of the breathing tube is extremely important to optimise outcomes. Therefore, identifying new methods to determine the likelihood for successful extubation is of clinical significance. There are several markers of extubation readiness that clinicians can use to support their decision mak
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