Keywords: computer vision; computer-aided diagnosis; convolutional neural networks; pediatric; pneumonia; visualization; explanation; chest X-rays; clinical decision 1. Introduction Pneumonia is a significant cause of mortality in children across the world. According to the World Health Organization (WHO...