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The number of clusters (k=5) was chosen objectively by maximizing a combined score of: Silhouette coefficient on a discovery split: measures how well-separated the clusters are internally Adjusted Rand Index (ARI) on a held-out validation split: measures whether an independent reclustering of new data produces the same structure This two-stage validation approach guards against over-fitting the cluster count to a single sample

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This level of precision provides the necessary foundation for stability testing, process development, and rigorous quality assurance

Ozempic is semaglutide at a lower dose (up to 1mg), licensed for type 2 diabetes