All analyses were conducted in R (version {{r_version}}) on {{os}}.
The following packages were used: {{package_list}}.
Package environments were managed using renv (Ushey & Wickham, 2023).
Computational reproducibility was assessed using the reproducr package
(Last, 2026). {{risk_sentence}}
The full audit report and certification records are available in the
supplementary materials.
