What is the ScholarEval framework used in this skill?

ScholarEval is a retrieval-augmented evaluation framework that assesses research based on soundness (empirical validity) and contribution (advancement relative to prior literature).

How does this help with the peer review process?

It provides a structured, dimension-based report that identifies critical weaknesses and major strengths, helping authors improve their work before formal submission to journals.

Can this skill provide quantitative scores for my paper?

Yes, it provides a 5-point quantitative scoring system across multiple dimensions and includes a Python script to calculate aggregate scores for objective benchmarking.

Is this skill appropriate for all academic disciplines?

While the framework is grounded in general scholarly rigor, it allows for adjustments based on specific norms in STEM, Social Sciences, and Humanities.

Scholar Evaluation Framework

Name: Scholar Evaluation Framework
Author: Zehong-Wang

byZehong-Wang

0•

데이터 과학 및 ML

Evaluates scholarly research and academic papers using the structured ScholarEval methodology for rigor and quality.

Scholar Evaluation provides a systematic framework for assessing research papers, proposals, and literature reviews within Claude. Based on the peer-reviewed ScholarEval methodology, this skill enables comprehensive analysis across dimensions such as methodology rigor, problem formulation, and data interpretation. It is an essential tool for researchers, students, and reviewers who need objective, evidence-based feedback to identify critical gaps, quantify research quality through scoring scripts, and determine publication readiness for various academic venues.

주요 기능

01Systematic identification of research gaps and contribution potential

02Quantitative scoring using a standardized 5-point scale and automated calculation scripts

03Multi-dimensional assessment covering methodology, literature review, and writing quality

04Actionable, prioritized feedback mapped to specific sections of scholarly work

05Context-aware evaluation adjusted for development stage and target publication venue

060 GitHub stars

사용 사례

01Preparing and refining research papers for peer-reviewed journal or conference submissions

02Conducting systematic quality checks on literature reviews and academic dissertations

03Assessing the rigor and validity of research proposals and experimental designs

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add zehong-wang/kosmos scholar-evaluation

For use in Claude.ai and ChatGPT

Download Skill