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The GLMM structure allowed us to appropriately account for within-subject variance, handle missing observations, and model the dependence of repeated measurements within the same patient

When blood glucose levels rise after eating, Ozempic: Stimulates insulin secretion from pancreatic beta cells in a glucose-dependent manner Suppresses glucagon release , reducing hepatic glucose production Slows gastric emptying , which helps moderate post-meal blood sugar spikes Reduces appetite via central nervous system pathways This multi-faceted approach makes Ozempic effective in improving glycaemic control (as measured by HbA1c levels)

This increases the risk of dosing inaccuracies, contamination, or variable potency

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