Deploying Sub-Minute AI Triage for Intracranial Hemorrhage & Pulmonary Embolism

## The Imperative for Sub-Minute Notification In acute stroke (LVO and ICH) and massive pulmonary embolism, every minute of untreated vascular compromise correlates with irreversible tissue loss. Computer vision models trained on volumetric non-contrast head CT and CT pulmonary angiograms now execute inference in under 45 seconds directly on scanner recon nodes. ### Overcoming Alert Fatigue Hospital systems that introduce raw AI notifications without clinical filtering face clinician desensitization. MedSmart Solutions implements an intelligent certainty-tiered dispatcher where only high-confidence critical findings (>96% certainty) trigger audible stat alerts and priority worklist escalation.