Plate-Based Doublet Detection is a methodological framework in single-cell genomics that identifies artificial doublets—spurious signals arising from the co-occurrence of two distinct cells in a single droplet or well—specifically within plate-based single-cell sequencing platforms by leveraging well-specific barcoding and gene expression profiles to distinguish genuine biological signals from technical artifacts.