Background: Intubation is both an important outcome measure along the spectrum of all respiratory illnesses and a marker of disease severity. Time of intubation (TOI) is an important point to identify in the electronic health record (EHR) as it allows researchers to study the association of pre and post-intubation variables with mortality and other relevant [...]