Christopher R. S. Banerji, Tapabrata Chakraborti, Aya Abdelsalam Ismail, Florian Ostamnn, and Ben D. MacArthur propose that encoding conceptual reasoning in AI, mirroring established clinical decision-making processes, can support oversight and act as a blueprint for future trustworthy, explainable AI for clinical settings.