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overall support from clinicians for delirium identification, and describe the need for a multifaceted, contextualized, and systemic approach to implementation and evaluation of delirium screening.This article introduces a flexible nonparametric approach for analyzing the association between covariates and power spectra of multivariate time series observed across multiple subjects, which we refer to as multivariate conditional adaptive Bayesian power spectrum analysis (MultiCABS). The proposed procedure adaptively collects ti