Phenotype-driven risk stratification of cerebral aneurysms using Shapley Additive Explanations–based supervised clustering: a novel approach to rupture prediction

The supervised clustering identified distinct cerebral aneurysm phenotypes, balancing granularity with interpretability in CFD data analysis. Future studies should build on these phenotype-driven insights with temporal analyses and larger datasets for validation, as well as an end-to-end framework to enhance scalability.