In summary, top models o1-preview (9.5/10) and 3 Opus (9/10) were the most convincing regarding values of metabolites illustrated in Table , Figure . 3 Opus was not able to show its work, as evidenced by its partial table and a generation time of over 150 seconds. When compared to Part IIc results, o1-preview again was by far the best at using in-context table analysis based user prompts, a main paper summary, a 10 paper summary, and a review summary guided by the manuscript author to create meaningful insights.