Clustering analysis to identify distinct spectral components of encephalogram burst suppression in critically ill patients. - David W. Zhou; M. Brandon Westover; Lauren M. McClain; Sunil Belur Nagaraj; Ednan K. Bajwa; Sadeq A. Quraishi; Oluwaseun Akeju; J. Perren Cobb; Patrick L. Purdon (EMBC, 2015)

Heart rate variability as a biomarker for sedation depth estimation in ICU patients. - Sunil Belur Nagaraj; Sowmya M. Ramaswamy; Siddharth Biswal; Emily J. Boyle; David W. Zhou; Lauren M. McClain; Eric S. Rosenthal; Patrick L. Purdon; M. Brandon Westover (EMBC, 2016)

Electroencephalogram Based Detection of Deep Sedation in ICU Patients Using Atomic Decomposition. - Sunil Belur Nagaraj; Lauren M. McClain; Emily J. Boyle; David W. Zhou; Sowmya M. Ramaswamy; Siddharth Biswal; Oluwaseun Akeju; Patrick L. Purdon; M. Brandon Westover (IEEE Trans. Biomed. Eng., 2018)

Automated tracking of level of consciousness and delirium in critical illness using deep learning. - Haoqi Sun; Eyal Kimchi; Oluwaseun Akeju; Sunil Belur Nagaraj; Lauren M. McClain; David W. Zhou; Emily Boyle; Wei-Long Zheng; Wendong Ge; M. Brandon Westover (npj Digit. Medicine, 2019)