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The data validation process included: Standardization of units (currency conversions, volume units, inflation adjustments) Cross-verification of data points across multiple secondary sources Normalization of inconsistent datasets Identification and resolution of data gaps Outlier detection and removal through algorithmic and manual checks Plausibility and coherence checks across segments and geographies This ensured that the dataset used for modelling was clean, robust, and reliable

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Baseline data from the time of semaglutide initiation were collected and compared with clinical data collected at a follow-up clinic visit at 36 or 612 months

Many clients start with a drip and add an injection for targeted support

J Clin Investig 91:301307