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They are pathway-level markers that do not predict response to a specific drug, but they add context that a prescription alone, from any GLP-1 program, does not capture

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Another limitation was that our exposure definition relied on prescription records and diagnosis codes without access to pharmacy fill data or direct confirmation of medication adherence