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Following rigorous quality control measures, which included the exclusion of duplicate entries, reports with incomplete demographic data (age or gender), and cases with missing temporal information, we retained 13,047 AE reports associated with concomitant GLP-1 receptor agonist and metformin therapy for final analysis

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