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No dry ice, but the foam insulation and ice packs were sufficient

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containing 19 peptide sequences with experimentally validated GCGR and GLP1R activities ( The GAT regression model architecture established through this comparison was subsequently adapted for binary classification tasks used throughout the remainder of this study, with sigmoid activation functions replacing linear outputs and binary cross-entropy loss replacing mean squared error

Within the peptide marketplace, some vendors publish generic or reused Certificates of Analysis across multiple batches or products