Can I use this for non-STEM subjects?

Yes, the skill includes logic for adjusting evaluation criteria based on discipline-specific norms, including social sciences and humanities.

How does it help with journal submissions?

It identifies critical weaknesses and priority improvements, helping you address potential reviewer concerns before your actual submission.

What is the ScholarEval framework?

ScholarEval is a retrieval-augmented methodology designed to assess research ideas and papers based on soundness (empirical validity) and contribution (advancement over prior work).

What dimensions does the evaluation cover?

It assesses eight core dimensions: problem formulation, literature review, methodology, data collection, analysis, findings, writing quality, and citations.

Does it provide quantitative scores?

Yes, it offers an optional 5-point scoring system for each dimension and supports automated aggregate calculation via integrated Python scripts.

Scholar Evaluation

Name: Scholar Evaluation
Author: kjgarza

bykjgarza

0•

데이터 과학 및 ML

Evaluates scholarly research papers and academic work using the systematic ScholarEval framework to provide structured feedback and quality scores.

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.

주요 기능

01Automated scoring calculations via integrated evaluation scripts

02Context-aware evaluation for journals, conferences, or grant proposals

03Quantitative scoring system based on a 5-point peer-review scale

04Multi-dimensional quality assessment across 8 core research areas

050 GitHub stars

06Actionable feedback generation mapped to specific document sections

사용 사례

01Systematic literature review assessment to identify research gaps and critical syntheses

02Peer-review preparation for journal submissions to ensure methodological rigor

03Structured feedback for theses and dissertations across writing and data analysis dimensions

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add kjgarza/marketplace-claude scholar-evaluation

For use in Claude.ai and ChatGPT

Download Skill