London, Ontario-based Deep Breathe Inc. filed for protection of a wearable ultrasound sensor that is used to obtain ultrasound data, and digital ultrasound images are processed using a machine learning model to predict the probability of lung sliding and detection of pneumothorax (collapsed lung) if lung sliding is absent or deem it likely if lung sliding is present.