AI is evolving from a mysterious black box into a transparent partner. By integrating the classic Toulmin Model of Argumentation, researchers are forcing machine learning to justify its medical claims with data, warrants, and rebuttals.

This breakthrough allows doctors to critically verify diagnostic AI, slashing errors and building essential clinical trust. The future of healthcare is collaborative, logical, and undeniably precise.

This breakthrough allows doctors to critically verify diagnostic AI, slashing errors and building essential clinical trust. The future of healthcare is collaborative, logical, and undeniably precise.