How does the scoring system work?

It uses a 5-point scale across core dimensions like methodology and analysis, allowing for both qualitative critiques and quantitative aggregate scoring via integrated scripts.

What is the ScholarEval framework?

ScholarEval is a retrieval-augmented evaluation framework designed to assess research ideas and papers based on soundness and contribution using literature-grounded criteria.

Does it support different types of academic work?

Yes, it is designed to evaluate full research papers, proposals, theses, conference abstracts, and systematic literature reviews across various disciplines.

Can this skill help with the peer review process?

Yes, it generates structured assessments and quantitative scores that serve as a comprehensive pre-review or a complement to traditional peer review processes.

Scholar Evaluation & Research Assessment

Name: Scholar Evaluation & Research Assessment
Author: K-Dense-AI

byK-Dense-AI

•

3,719

Ciencia de Datos y ML

Evaluates research papers and scholarly work using the ScholarEval framework to provide structured quality assessments and actionable feedback.

Acerca de

Scholar Evaluation is a specialized skill for Claude Code that implements the ScholarEval framework to systematically analyze research papers, proposals, and literature reviews. It provides a multi-dimensional assessment covering problem formulation, methodology, data analysis, and writing quality, offering both qualitative feedback and quantitative scoring. Ideal for researchers, students, and peer reviewers, the skill identifies strengths and weaknesses while benchmarking work against publication standards to accelerate the research-to-publication pipeline.

Características Principales

Multi-dimensional ScholarEval assessment framework
Publication readiness benchmarking for journals and conferences
Actionable feedback prioritized by impact and feasibility
Integration with scientific-schematics for visual communication
Quantitative scoring and rubric-based quality indicators
3,719 GitHub stars

Casos de Uso

Performing pre-submission peer reviews for journal articles
Benchmarking literature reviews for comprehensiveness and synthesis
Evaluating the rigor and novelty of research proposals

Acerca de

Características Principales

Multi-dimensional ScholarEval assessment framework
Publication readiness benchmarking for journals and conferences
Actionable feedback prioritized by impact and feasibility
Integration with scientific-schematics for visual communication
Quantitative scoring and rubric-based quality indicators
3,719 GitHub stars

Casos de Uso

Performing pre-submission peer reviews for journal articles
Benchmarking literature reviews for comprehensiveness and synthesis
Evaluating the rigor and novelty of research proposals