“…As cerebrovascular diseases (CeVDs), like transient ischemic attack (TIA) and stroke, increase the risk of subsequent CeVD diagnoses, especially stroke and dementia, the need to identify CeVD patients most at risk of worsening outcomes is critical [ 2 ]. In the U.S. alone, annual hospitalization and rehabilitation costs for stroke are projected to reach $184 billion by 2030, with some estimates accounting for indirect costs—like home care, follow-up consults, prescriptions, and lost earnings—to exceed $1 trillion by 2050 [ 3 , 4 ]. For post-stroke patients at risk of dementia, early detection of cognitive impairment (CI) could contribute to savings of $7 trillion in treatment and care costs [ 5 ].…”