Research3h 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. The system utilizes a MedGemma agent to link extracted biomarkers to final clinical claims. This structured approach replaces standard XAI methods with a logical argument chain, offering clinicians more transparent diagnostic reasoning.