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demonstrate that combining multi-omic and clinical features with ensemble learners (e.g., random forests) enhances GLP-1RA responsiveness stratification when evaluated by area under the receiver operating characteristic curve (AUROC) and area under the precisionrecall curve (AUPRC) [94]

MSF has been a member of a company advisory board, board of directors, or another similar group for Acetlion, Bayer HealthCare, Biogen Inc., Hoffman La-Roche, Merck Serono, MedDay, Novartis, and Sanofi-Aventis

And all the guidelines recommend weight optimization

2022 Jul 21;387(3):205-16

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For ibuprofen specifically, taking it with a full glass of water and food may partly offset mucosal contact risk, but it does not eliminate delayed absorption or renal effects