Evaluating the Potential of GPT-3.5 in Generating and Coding Discharge Summaries for Data Augmentation

GPT-3.5 can generate synthetic discharge summaries that, when combined with real data, improve the performance of local neural models on rare ICD-10 codes, but the generated documents lack the authenticity and narrative coherence required for clinical use.