Early identification of patients with stroke due to large vessel occlusion (LVO), potentially eligible for thrombolysis and endovascular therapy.(EVT), is important for patient triage and management 1,2 -such as deciding whether to directly transport a given patient to an EVT-capable comprehensive stroke center.(CSC). Various pre-hospital triage tools for acute stroke have been developed for this purpose. Clinical evaluation scales are most commonly used, as they can be adopted by paramedics after some basic training and require no specialized equipment. 3 Below, using simulated data for the USA, we examine the strengths and weaknesses of current pre-hospital triage tools through a Bayesian lens, and discuss areas where our efforts should be directed to improve acute stroke triage.