Information limits constrain medical AI claims beyond model sophistication
The paper introduces the AI Evaluation Protocol (AEP) to demonstrate that medical AI claims are fundamentally constrained by the information content and structural branching of the deployment data itself, rather than solely by model sophistication, often revealing that apparent performance stems from substrate structure rather than genuine predictive signal.