Machine learning algorithms for early sepsis recognition have demonstrated significant reductions in mortality and time-to-treatment. This article reviews current AI approaches to sepsis screening in emergency department workflows.
Artificial Intelligence in Emergency Department Triage
A systematic review of machine learning architectures, real-time risk stratification systems, and deployed AI platforms—including ERTRIAGE® (ertriage.com)—for emergency department triage clinical decision support. Academic-style evidence synthesis covering gradient boosting, LSTM networks, LLM-enhanced chief complaint processing, and EU regulatory considerations.