Consensus Score Normalization: Does Agreement Between Docking Methods Increase Confidence?

By BioDockify Computational Research Team · August 10, 2026 · Consensus Docking

How to normalize and combine scores from multiple docking engines. Covers percentile normalization, Z-score methods, and whether inter-engine agreement truly increases prediction confidence.

Read the complete article with tables, code and references on BioDockify.

Key References

• Cheng, T. et al. Comprehensive comparison of multiple docking programs. J. Chem. Inf. Model. 49(1), 184-197 (2009).
• Wójcikowski, M. et al. Performance of machine-learning scoring functions. Sci. Rep. 7, 41004 (2017).

Scope & Limitations

Normalization method affects rankings Different normalization methods give different winners Confidence is a heuristic, not a probability