Chest Radiograph Interpretation with Deep Learning Models: Assessment with Radiologist-adjudicated Reference Standards and Population-adjusted Evaluation

Four deep learning models identified pneumothorax, fractures, opacity, and nodule or mass on frontal chest radiographs with similar performance to radiologists.