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Can LLMs Score Medical Diagnoses and Clinical Reasoning as well as Expert Panels?
arXiv cs.LG — Machine Learning
Factual evidence
What the source reports
Research tested LLM juries against expert panels for scoring medical diagnoses in real-world hospital cases, showing strong correlation.
Open sourceOneBench interpretation
Institutional assessment
So what
The study suggests LLMs could automate aspects of expert panel reviews, directly influencing the cost and speed of model validation for G-SIBs.
Do what
This research provides a pathway for accelerating G-SIB internal model validation cycles by leveraging LLMs to simulate expert judgment, reducing reliance on costly human panels.