Research1h ago
Toulmin Model Enhances Medical AI Diagnostics
A new framework decomposes retinal image diagnoses into six argumentation components to improve interpretability. The system uses a MedGemma agent to provide the medical warrant linking image biomarkers to final claims. This approach moves beyond standard XAI by structuring logic like a human debate. Practitioners gain a verifiable audit trail for high-stakes clinical decisions.