Research Summary
Dr. Stevens is recognized internationally for innovations he has developed in the treatment of patients with critical neurological illness and injury. His research leverages advanced neuroimaging and physiological measurements, mechanistic modeling, and data science. He created the Laboratory for Computational Intensive Care Medicine (LCICM), an interdisciplinary research group which applies AI to decode high-dimensional health data, with the goal of increasing precision and personalization in the care of critically ill patients.
Lab
Lab Website: Laboratory of Computational Intensive Care Medicine
Technology Expertise Keywords
Precision Heath; Data Science; Machine Learning; Brain Mapping
Clinical Trial Keywords
Precision Medicine; Data Science; Artificial Intelligence
Selected Publications
View all on PubMed
Gong KD, Lu R, Bergamaschi TS, Sanyal A, Guo J, Kim HB, Nguyen HT, Greenstein JL, Winslow RL, Stevens RD. Predicting Intensive Care Delirium with Machine Learning: Model Development and External Validation. Anesthesiology. 2023 Mar 1;138(3):299-311. doi: 10.1097/ALN.0000000000004478. PMID: 36538354
Bhattacharyay S, Rattray J, Wang M, Dziedzic PH, Calvillo E, Kim HB, Joshi E, Kudela P, Etienne-Cummings R, Stevens RD. Decoding accelerometry for classification and prediction of critically ill patients with severe brain injury. Sci Rep. 2021 Dec 8;11(1):23654. doi: 10.1038/s41598-021-02974-w. PMID: 34880296
Palepu AK, Murali A, Ballard JL, Li R, Ramesh S, Nguyen H, Kim H, Sarma S, Suarez JI, Stevens RD. Digital signatures for early traumatic brain injury outcome prediction in the intensive care unit. Sci Rep. 2021 Oct 7;11(1):19989. doi: 10.1038/s41598-021-99397-4. PMID: 34620915
Kondziella D, Menon DK, Helbok R, Naccache L, Othman MH, Rass V, Rohaut B, Diringer MN, Stevens RD; contributing collaborators of the Curing Coma Campaign. A Precision Medicine Framework for Classifying Patients with Disorders of Consciousness: Advanced Classification of Consciousness Endotypes (ACCESS). Neurocrit Care. 2021 Jul;35(Suppl 1):27-36. doi: 10.1007/s12028-021-01246-9. Epub 2021 Jul 8. PMID: 34236621
Robba C, Poole D, McNett M, Asehnoune K, Bösel J, Bruder N, Chieregato A, Cinotti R, Duranteau J, Einav S, Ercole A, Ferguson N, Guerin C, Siempos II, Kurtz P, Juffermans NP, Mancebo J, Mascia L, McCredie V, Nin N, Oddo M, Pelosi P, Rabinstein AA, Neto AS, Seder DB, Skrifvars MB, Suarez JI, Taccone FS, van der Jagt M, Citerio G, Stevens RD. Mechanical ventilation in patients with acute brain injury: recommendations of the European Society of Intensive Care Medicine consensus. Intensive Care Med. 2020 Dec;46(12):2397-2410. doi: 10.1007/s00134-020-06283-0. Epub 2020 Nov 11. PMID: 33175276
Patient Ratings & Comments
The Patient Rating score is an average of all responses to physician related questions on the national CG-CAHPS Medical Practice patient experience survey through Press Ganey. Responses are measured on a scale of 1 to 5, with 5 being the best score. Comments are also gathered from our CG-CAHPS Medical Practice Survey through Press Ganey and displayed in their entirety. Patients are de-identified for confidentiality and patient privacy.