Abstract: The present invention provides systems and methods for analyzing chronic pulmonary diseases, such as lung cancer, using machine learning (ML) systems that detect lung nodules in chest x-rays. The methods and systems of the invention allows for the detection of lung abnormalities in chest x-ray images using at least two neural networks.