Researchers are exploring the use of deep learning techniques, including custom convolutional neural networks (CNNs), for diagnosing various medical conditions. The approach has shown promise in detecting and classifying diseases such as pneumonia, lung cancer, and brain tumors from medical images. However, it is unclear if this specific technique is being applied to pneumonia diagnosis or if it is part of a broader trend of using artificial intelligence and machine learning in medical diagnosis.