Interpreting the results of a flocculation test involves observing the formation of flocculates. The presence of visible clumps indicates a positive result, suggesting the presence of the target antigen or antibody. The absence of flocculates indicates a negative result. In some cases, the degree of flocculation can be graded to provide semi-quantitative information about the concentration of the antigen or antibody.