Machine Learning to Identify Point-of-Care Ultrasound and Evaluate Standardized Documentation: Retrospective Operational Cohort Study

Kevin Nguyen   ¹ , MS, MD ;   Zewen Wu   ¹ , MS ;   Chu-An Tsai   ¹ , MS ;   John Vandervest   ¹ , MS ;   D’Anna Lammers   ² , CPC, BS ;   Ruth Cassidy   ¹ , MS ;   Zachary Murphy   ¹ , MD, MSE ;   Balaji Pandian   ³ , MD, MBA ;   Maya M Hammoud   ² , MD, MBA ;   Jennifer Collin   ² , MD ;   Roger Smith   ² , MD ;   Rosalyn Maben-Feaster   ² , MD, MPH ;   Amy Kaufman Eddy   ² , MPH ;   Michael L Burns   ¹ , MD, PhD

¹ Department of Anesthesiology, University of Michigan, Ann Arbor, MI, United States

² Department of Obstetrics and Gynecology, University of Michigan, Ann Arbor, MI, United States

³ Department of Anesthesiology, Weill Cornell Medicine, New York, NY, United States