Why One Docking Score Is Not Enough: Consensus vs Single-Engine Docking

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

Evidence-based analysis of why single-engine docking scores are unreliable and how consensus docking with multiple scoring functions reduces false positives by 60-80%.

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

Key References

• Wójcikowski, M. et al. Performance of machine-learning scoring functions. Sci. Rep. 7, 41004 (2017).
• Li, H. et al. RF-Score v3. J. Cheminform. 12, 20 (2020).

Scope & Limitations

Benchmark performance does not guarantee real-world performance Consensus is not a substitute for experimental validation