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Reference quality of OpenEvidence across five medical specialties
Abstract OpenEvidence (OE) is a retrieval-augmented clinical AI tool. We evaluated the references OE returned to 150 standardized prompts across five specialties, analyzing all 4979 citations. No reference was confirmed as fabricated; three abstracts had attribution errors. Most references were recent and high-impact, though journal concentration varied by specialty.
Assigned roles change how clinical AI agents allocate shared resources
The authors have declared no competing interest. I confirm all relevant ethical guidelines have been followed, and any necessary IRB and/or ethics committee approvals have been obtained.
How to meaningfully evaluate AI in clinical medicine
The people who follow the emerging evidence on large language models (LLMs) in clinical medicine will notice something unusual. A systematic review of 30 studies found diagnostic accuracy ranging from 25% to 98%, a nearly fourfold spread across similar models on similar tasks1. Minor changes in prompt wording and format can shift model performance substantially, even when the underlying clinical task is unchanged2.
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