The Validation Accords: Clinical Trials Are About to Learn What “Validated AI” Actually Means
Nature Medicine's Validation Accords push for a generative AI consensus framework, and expose a regulatory gap that could invalidate...
AI Validation
Benchmark Scores Don’t Break. Clinical Reality Does. The Health AI Readiness Illusion.
Nature Medicine's frontier AI evaluation exposes a dangerous gap: models acing medical benchmarks collapse under adversarial pressure, and the...
The Specialized Clinical AI Trap: General-Purpose Chatbots Are Winning the Benchmark War
A Nature Medicine study shows general-purpose LLMs outperform specialized clinical AI tools on real physician questions—exposing a validation crisis...
Clinical AI Is Being Deployed Faster Than It Can Be Trusted: Here’s the Network Trying to Fix That
43% of FDA-authorized AI clinical tools lack published validation data. A Columbia-led research network is building the governance framework...