highly significantP < .05
11 , pairwise Wilcoxon signed-rank tests confirm that BioWorkflow’s gains over each of the LLMs are highly significant ( P < .05 across reproducibility, completeness, and accuracy), underscoring that BioWorkflow uniquely delivers more faithful, comprehensive, and actionable workflows.