Xiao-Wen Liu

Multicenter evaluation of four large language models for automated spine imaging diagnosis

Accurate interpretation of spine imaging is essential for clinical decision-making, yet the diagnostic potential of large language models (LLMs) for radiological report analysis remains inadequately evaluated in terms of sample size, multi-model comparison, reproducibility, and cross-institutional generalisability. Her...