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The Scholar Evaluation skill implements the peer-reviewed ScholarEval framework to provide a rigorous, multi-dimensional assessment of academic and research work. It guides Claude through a structured process—from initial scope definition to dimension-based scoring—covering critical aspects such as problem formulation, methodology, data analysis, and scholarly writing. By benchmarking work against established quality indicators, it enables researchers, reviewers, and students to identify critical gaps, synthesize strengths, and receive prioritized, actionable recommendations for improving the impact and validity of their scientific contributions.