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In health economics and outcomes research (HEOR) and epidemiologic studies, claims data alone leave researchers without essential information such as: Body mass index (BMI) or weight trajectory to identify obesity thresholds or track improvement A1c and lipid panels to assess cardiometabolic change Liver and kidney markers such as ALT, AST, and eGFR to evaluate comorbidities like MASH or nephropathy Physician notes that document adherence barriers, recommended dosing schedules, or dietary guidance These gaps in claims mean that researchers are missing many aspects of the patient journey (Figure 1)
We apply disciplined formulary management solutions to GLP1s, grounding our recommendations in clinical evidence and realworld utilization insights
They can be very helpful, but they work best when paired with adequate protein intake, consistent movement, and a plan to preserve muscle
A fake one, whether it holds the wrong dose, a cheap filler, or no active ingredient at all, simply does not
Understanding your GLP-1 medication before you start Before you open a single package, you need to understand what you are working with
10.2147/DMSO.S346648 Diab
