Batch Correction Without Erasing Biology

Batch correction is a dial, not a switch. Over-correcting flattens real phenotypic differences along with the plate effect.

Validate the dial with Percent Replicating: the correction that maximizes reproducible signal — not the one that maximizes mixing — is the right one.