While being able to correctly prioritize true positives and exclude false positives is a fundamental requirement for a HTS hit triaging strategy, retrieving a diverse set of compounds is also crucial. To assess this, we investigated the ability of our approach to identify heterogeneous true actives and assay interferents by measuring the fraction of unique Murcko scaffolds among the hits for both categories in each dataset.