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Uniform manifold approximation and projection (UMAP) was used to qualitatively evaluate predictive utility. The study showed that laboratory, echocardiographic, and clinical findings cannot predict intravenous immunoglobulin resistance in patients with Kawasaki disease. See article by Lam et al., page 692.