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The Kruskal-Wallis H test is a non-parametric alternative to ANOVA used for comparing independent samples when data fails parametric assumptions. In a study on pain scores from different treatment modalities, significant differences were found between cryotherapy and control, as well as cryotherapy with compression and control, but no significant difference between the two treatment methods. The results indicate that both cryotherapy treatments effectively reduce pain compared to no treatment.

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