Stroke window period expert witnesses analyze whether clinicians recognized stroke onset and acted within guideline-based treatment windows for thrombolysis or thrombectomy. These neurologists, emergency physicians, and stroke program directors assess documentation, imaging timing, door-to-needle metrics, and adherence to stroke protocols and hospital stroke systems of care.