Joseph Randall Moorman (born April 4, 1953) is an American physician-scientist. He is bicentennial Professor of Advanced Medical Analytics at the University of Virginia School of Medicine.
In 1990, he joined the faculty of the University of Virginia School of Medicine.
From 2014 to 2019, he was Editor-in-Chief of Physiological Measurement.
From 2014 to 2021, he was Chief Medical Officer of AMP3D (Advanced Medical Predictive Devices, Diagnostics, and Displays) before the company's acquisition by Nihon Kohden.
In 2014, he and DE Lake were named Edlich-Henderson Innovators of the Year by the University of Virginia Licensing and Ventures Group.
While at Baylor College of Medicine, Moorman studied the biophysical properties of cloned ion channel proteins expressed in heterologous systems.
At the University of Virginia, Moorman and coworkers discovered a unique channel activity for the molecule phospholemman (PLM, also FXYD1).
Entropy estimation in clinical time series
In 2000, Moorman and JS Richman introduced sample entropy as a measure of complexity in dynamical systems. This method has been successfully used to test for non-linear dynamics and temporal predictability in many systems. In 2011, he and DE Lake developed the coefficient of sample entropy for use in detecting atrial fibrillation.
Early detection of subacute potentially catastrophic illnesses
In 2001, he and MP Griffin demonstrated unique changes in heart rate characteristics (HRC) prior to the diagnosis of sepsis in premature infants. They and their coworkers devised the HRC Index, the relative risk of illness in the next 24 hours, and showed 22% relative reduction in death rates in one of the largest randomized trials in neonatology. This work was the first effective use of Big Data and Machine Learning to save lives, and was recognized as one of the top 12 scientific discoveries in the past 50 years at the University of Virginia.
Moorman and coworkers went on to develop and validate multiple Machine Learning models for early detection of illness throughout the hospital. Advanced Medical Predictive Devices, Diagnostics and Devices (AMP3D), a Charlottesville, VA, small business, licensed the intellectual property from the University of Virginia Licensing and Ventures Group, developed and implemented the Continuous Monitoring of Event Trajectories (CoMET) display, and was acquired in 2021 by Nihon Kohden Digital Health Solutions in Irvine, CA, a subsidiary of Nihon Kohden Corporation, Japan-based maker of medical devices.
Published works
According to ResearchGate, Moorman has written and co-written 229 peer-reviewed publications.
↑Richman, J. S.; Moorman, J. R. (June 2000). "Physiological time-series analysis using approximate entropy and sample entropy". American Journal of Physiology. Heart and Circulatory Physiology. 278 (6): H2039–2049. doi:10.1152/ajpheart.2000.278.6.H2039. ISSN0363-6135. PMID10843903. S2CID2389971.
↑Kumar, Yatindra; Dewal, M. L. (April 2013). "Complexity Measures for Normal and Epileptic EEG Signals using ApEn, SampEn and SEN". International Journal of Computer and Communication Technology: 95–101. doi:10.47893/ijcct.2013.1175 (inactive 12 July 2025). ISSN2231-0371.{{cite journal}}: CS1 maint: DOI inactive as of July 2025 (link)
↑Lake, Douglas E.; Moorman, J. Randall (January 2011). "Accurate estimation of entropy in very short physiological time series: the problem of atrial fibrillation detection in implanted ventricular devices". American Journal of Physiology. Heart and Circulatory Physiology. 300 (1): H319–325. doi:10.1152/ajpheart.00561.2010. ISSN1522-1539. PMID21037227.