Abstract Rapid nurse decision-making is needed to detect patient deterioration and prevent mortality. Current approaches to support nurses’ decisions involve diagnostic data processing and providing a decision with little explanation. Our team aimed to demonstrate the utility of attention architecture to model sequential nurse–patient care actions. Experienced nurses and students completed patient care simulations. Nurse actions were systematically coded and analyzed using our model, consisting