Research2h ago
Toulmin Model Improves Medical AI Interpretability
A new framework decomposes retinal image diagnosis into claims, grounds, and warrants using the Toulmin model of argumentation. A MedGemma agent analyzes the link between extracted biomarkers and final diagnostic claims. This structure replaces standard black-box predictions with a logical chain. Practitioners gain a transparent, auditable path from raw image data to clinical decisions.