Can I generate diagrams with this skill?

Yes, the skill integrates with scientific-schematics to automatically generate publication-quality diagrams, flowcharts, and technical visuals for your research documents.

How does the scoring system work?

It uses a 5-point scale across various dimensions such as problem formulation and methodology. You can use the included Python scripts to calculate aggregate scores and identify publication readiness.

Is this skill limited to specific scientific disciplines?

While it follows a standardized framework, the skill adjusts its evaluation criteria based on discipline-specific norms for STEM, social sciences, and the humanities.

What is the ScholarEval framework?

ScholarEval is a retrieval-augmented evaluation methodology that assesses research ideas based on two fundamental criteria: soundness (empirical validity) and contribution (advancement relative to prior research).

Scholar Evaluation & Scientific Review

Name: Scholar Evaluation & Scientific Review
Author: unerue

byunerue

0•

Data Science & ML

Systematically evaluates scholarly research, academic papers, and technical proposals using the peer-reviewed ScholarEval framework.

Scholar Evaluation is a specialized skill designed to enhance research quality through structured methodology based on the peer-reviewed ScholarEval framework. It enables researchers, academics, and students to perform deep-dive assessments of research papers, protocols, and literature reviews across eight core dimensions, including methodology rigor, data integrity, and contribution novelty. By integrating automated scoring scripts and AI-powered scientific schematics, the skill transforms raw academic drafts into publication-ready manuscripts with actionable feedback and professional visualizations.

Key Features

01Integration with the ScholarEval retrieval-augmented framework

02Actionable feedback loops for methodology, data analysis, and writing

030 GitHub stars

04Multi-dimensional evaluation across 8 core academic criteria

05AI-powered generation of publication-quality scientific schematics

06Automated quantitative scoring and benchmarking for research readiness

Use Cases

01Benchmarking literature reviews for comprehensiveness and gap identification

02Assessing research papers for journal submission and peer-review preparation

03Evaluating the rigor and feasibility of grant proposals or research protocols

What are Skills?·How to Install

Install with 🐟 Skill.Fish

npx skillfish add unerue/skills scientific-evaluation

For use in Claude.ai and ChatGPT

Download Skill