Silent clinical deterioration—the gradual worsening of a patient’s condition in the hours before a critical event—is preventable with AI-augmented early warning systems. This article examines machine learning approaches that significantly outperform conventional NEWS2 scoring.
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.