In this study, we are evaluating whether the EEG Delirium Index, which we previously developed using the pilot data from a cohort of mechanically ventilated participants in the ICU, can be generalized to a separate group of hospitalized patients with and without preexisting dementia. This study was conducted in a retrospective cohort of patients at Vanderbilt, after ethics approval by the Institutional Review Board.