Researchers at Virginia Tech, including Danfeng Yao and Tanmoy Sarkar Pias, published a 2025 study in Communications Medicine showing that hospital machine learning models miss 66% of rapid patient deterioration events. By applying gradient ascent and neural activation maps, they highlight key diagnostic gaps. Consider revising your testing protocols to drive more reliable AI performance in patient care.