Final revision notes

All article drafts were revised once to address audit findings: unclear transcript phrases were paraphrased or removed, numeric shorthand (e.g., "0.333") was marked as requiring clarification and presented as "not specified," and speaker attributions were standardized to functional labels derived from the transcript. No factual contradictions or misidentifications were introduced during revision.