Demographic, Morphological, and Histopathological Characteristics of Melanoma and Nevi: Insights from Statistical Analysis and Machine Learning Models.

Interestingly, lesion location and gender—only moderately significant in univariate analysis (Cramér’s V = 0.2967; OR = 0.193, p < 0.0001, Table 2 )—gained weight in glmnet, suggesting interaction effects or dependencies not captured in univariate tests but revealed through multivariable modeling. 5.

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