Fig. 3.  The 30-day all-cause mortality. Comparison of all-cause mortality between patients with and without UEPI in the derivation cohort demonstrates significant increases in death rate in patients with UEPI across increasing risk classes. UEPI = unanticipated early postoperative intubation.