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Sponsor Led Roundtable: Variability in preprocessing pipelines reduces confidence in results

06 May 2026
Drug Design & Modeling
• How does variability in data preprocessing pipelines impact the reliability of structure based and ligand based modelling outcomes • Which preprocessing steps introduce the greatest uncertainty into drug design models, and why • How are teams assessing the downstream impact of preprocessing choices on model performance and decision making • What level of standardization is realistic without limiting methodological innovation in drug design workflows • How can modelling teams better communicate preprocessing assumptions and uncertainty to project stakeholders