Applying a deep convolutional neural network to monitor the lateral spread response during microvascular surgery for hemifacial spasm.

A deep neural network trained on a dataset of intraoperatively collected electromyography data could classify the presence and absence of the lateral spread response with equivalent performance to human professionals. Well-designated applications based upon the neural network may provide useful auxiliary tools for surgical teams during operations.