Fig. 3: Data conversion and deep learning for the estimation of VT from single-lead electrocardiography data.

Schematic illustration of the pre-processing of electrocardiography and application of deep learning. ECG electrocardiography, VT ventilatory threshold, DLT deep learning threshold, DL deep learning, VO2 oxygen uptake, CPX cardiopulmonary exercise testing.