A deep learning model accurately predicts 1-year mortality but at the risk of unfairness

Abstract

A deep learning model accurately predicts 1-year mortality for the entire Finnish population. Despite robust performance and potential as a digital marker of aging, fairness analyses reveal prediction disparities, so integration into public health should be approached cautiously.