Cardiac Rhythm Device Identification Using Neural Networks
James P. Howard, Louis Fisher, Matthew J. Shun-Shin, Daniel Keene, Ahran D. Arnold, Yousif Ahmad, Christopher M. Cook, James C. Moon, Charlotte H. Manisty, Zach I. Whinnett, Graham D. Cole, Daniel Rueckert and Darrel P. Francis
(Left) Bar plot shows comparative accuracy for identifying the manufacturer of devices across the 5 human reporters and the neural network. The p values are for superiority of the neural network above the median and best human graders. (Right) Confusion matrix shows the accuracy of the network in predicting the correct manufacturer of devices. BIO = Biotronik; BOS = Boston Scientific; MDT = Medtronic; SOR = Sorin; STJ = St. Jude.