A convex hull area over BERT embeddings of chest X-ray reports is proposed as an uncertainty metric, and the paper shows it grows with sampling temperature in LLM-CXR.
Gpt-4 artificial intelligence model outperforms chatgpt, medical students, and neurosurgery residents on neurosurgery written board-like questions,
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Improving Medical Diagnostics with Vision-Language Models: Convex Hull-Based Uncertainty Analysis
A convex hull area over BERT embeddings of chest X-ray reports is proposed as an uncertainty metric, and the paper shows it grows with sampling temperature in LLM-CXR.