Transformer-based deep learning model for the diagnosis of suspected lung cancer in primary care based on electronic health record data

Background Due to its late stage of diagnosis lung cancer is the commonest cause of death from cancer in the UK. Existing epidemiological risk models in clinical usage, which have Positive Predictive Values (PPV) of less than 10%, do not consider the temporal relations expressed in sequential electr