Using K-means and cluster analysis, we identified potential risk factors for anticoagulant use in the exploratory cohort, including admission mRS, GCS, and ADL scores; intracerebral hemorrhage volume at both admission and discharge; and admission albumin levels. Here, ALB is linked to intracerebral hemorrhage.