pharmaceuticals-biotechcausal-style outcome decomposition and counterfactual attribution under dependent covariatesproposed/applied case-study workflow with concrete example outputs, but not presented as a broadly deployed commercial standard.

Interdependence-aware attribution of semaglutide real-world weight-loss outcomes

This workflow breaks a patient’s observed weight loss into pieces to estimate how much likely came from the drug versus things like staying on therapy, lifestyle support, care intensity, and dose titration, while accounting for the fact that these factors influence each other.

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