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This is a consensus framework review proposing evidence-based criteria for selecting and validating zebrafish models of metabolic disease, intended to standardize research practice and improve translational reliability.
Cross-sectional analysis of biomarker interactions in a single racial group with surrogate cognitive outcomes; lacks independent replication and mechanistic validation needed to establish clinical relevance.