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The cardiologist's main tool for measuring systolic heart failure is leftventricular ejection fraction (LVEF). Trained cardiologist's report both avisual and machine-guided measurement of LVEF, but only use this machine-guidedmeasurement in analysis. We use a Bayesian technique to combine visual andmachine-guided estimates from the PARTNER-IIA Trial, a cohort of patients withaortic stenosis at moderate risk treated with bioprosthetic aortic valves, andfind our combined estimate reduces measurement errors and improves theassociation between LVEF and a 1-year composite endpoint.

Assimilated LVEF: A Bayesian technique combining human intuition with  machine measurement for sharper estimates of left ventricular ejection  fraction and stronger association with outcomes