A comparative study of large language model-based zero-shot inference and task-specific supervised classification of breast cancer pathology reports.

GPT-4 demonstrated the potential to speed up the execution of clinical NLP studies by reducing the need for large annotated datasets. This may increase the utilization of NLP-based variables and outcomes in clinical studies.