Acute ischemic stroke treatment is profoundly time-dependent. AI-powered triage tools that identify stroke symptoms early and optimise imaging workflows are demonstrably reducing door-to-needle and door-to-groin times across hospital networks.
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.