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Supervised machine learning increases the number of matches between the optically decoded and the sequenced barcode sets. (A) a gradient boosting model per imaging cycle is trained to learn and predict nucleotide bases from channel intensities. (B) Schematic overview of the strategy employed to increase barcode matches.
