This document discusses the development of a new diagnostic tool aimed at identifying patients with carotid artery disease at high risk of stroke. The study analyzes various diagnostic tests, including ultrasound and gene expression profiling, to differentiate between stable and unstable plaques. Preliminary findings suggest that this model could help target immediate interventions for at-risk patients, although further data is needed for statistical validation.