How to Read a Computational Research Paper Critically: A Section-by-Section Checklist

By BioDockify Computational Research Team · October 17, 2026 · Learn & Careers

The working checklist for reading docking, MD and AI-chemistry papers: what to demand from methods, the validation tricks to spot (missing redocking, best-pose cherry-picking), statistics honesty, and the fifteen-minute triage pass.

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

Key References

• EQUATOR Network. Reporting guidelines for health research. https://www.equator-network.org (accessed 2026)
• Wasserstein, R.L. & Lazar, N.A. The ASA statement on p-values. Am. Stat. 70, 129-133 (2016). DOI: 10.1080/00031305.2016.1154108
• Trott, O. & Olson, A.J. AutoDock Vina. J. Comput. Chem. 31, 445-461 (2010). DOI: 10.1002/jcc.21334

Scope & Limitations

Different venues enforce different rigor; the checklist calibrate skepticism, not rejection - a weak methods section in a 2005 paper was field-normal then Critical reading improves with domain depth: the checklist finds structural gaps, but judging whether a protocol choice was sensible needs target knowledge