The article investigates the prevalence of fabricated citations generated by large language models, specifically focusing on Chat Generative Pre-trained Transformer (ChatGPT) in the field of headache medicine. Topics include the methodology used to assess fabricated citations, the comparison of ChatGPT-3.5 and ChatGPT-4 in citation accuracy, and the potential implications for scientific writing and literature review.