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Results In the comparative evaluation of model performance, we assessed nine combinations of three feature setsFG, MD, and STwith three tree-based classifiers (RF, XGB, and LGBM)

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High-risk indicators include: Marketing that references weight loss, diabetes, or clinical outcomes Sales to non-research customers High sales volume inconsistent with research use Distribution channels that mirror consumer or medical supply chains Even without explicit marketing claims, the surrounding context can trigger enforcement

People who have a BMI of 27 kg/m2 or higher can get coverage too, but only if they have a weight-related comorbidity like cardiovascular disease, metabolic disorder, or Type 2 diabetes