scholar-evaluation

Evaluate scholarly work across research quality dimensions with quantitative scoring.

Updated May 17, 2026
One-click install
npx skills add https://github.com/galeep/plugin-place --skill scholar-evaluation-galeep
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: scholar-evaluation
Source: https://github.com/galeep/plugin-place/tree/main/plugins/sci-scientific-communication/skills/scholar-evaluation
Command: npx skills add https://github.com/galeep/plugin-place --skill scholar-evaluation-galeep

SYSTEM DOCUMENTATION & REQUIREMENTS

💡 This Skill requires scripts/calculate_scores.py, references/evaluation_framework.md, and includes scripts (resource) and references (resource) components.

What problem does it solve?

This Skill provides a comprehensive, systematic approach to evaluating scholarly work, addressing the need for structured assessment and quantitative scoring across various research quality dimensions.

Core Features & Use Cases

  • Structured Assessment: Evaluates research quality across dimensions like problem formulation, methodology, analysis, and writing.
  • Quantitative Scoring: Offers a 5-point scale for each dimension, enabling objective evaluation.
  • Actionable Feedback: Provides specific feedback on strengths, weaknesses, and areas for improvement.
  • Integration with Scientific Writer: Seamlessly integrates with scientific writing workflows for continuous improvement.
  • Use Case: For researchers seeking a structured and quantitative method to evaluate their work or peer reviews.

Quick Start

Use the scholar-evaluation skill to evaluate the research paper 'paper-on-ml-for-drug-discovery.pdf'.

Frequently Asked Questions about scholar-evaluation

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I systematically evaluate scholarly work with quantitative scoring?

To systematically evaluate scholarly work, you can use the ScholarEval framework to assess research quality across dimensions like problem formulation, methodology, analysis, and writing, generating a 5-point quantitative score and actionable feedback.

What dimensions are assessed in a structured academic review?

A structured academic review evaluates research quality across key dimensions including problem formulation, methodology, analysis, and writing, providing specific feedback on strengths, weaknesses, and areas for improvement.

How do I calculate research assessment scores for a peer review?

You can calculate research assessment scores by running the provided Python scripts, which compute a 5-point scale quantitative evaluation across multiple research quality dimensions based on the ScholarEval framework.

Does this scholarly evaluation framework require Python to generate scores?

Yes, generating quantitative scores requires Python to execute the calculation scripts, and it also uses evaluation framework documentation to apply the detailed assessment criteria to the scholarly work.

Can I integrate structured feedback into a scientific writing workflow?

Yes, the scholarly evaluation process integrates seamlessly with scientific writing workflows, allowing researchers to apply structured assessment and quantitative scoring for continuous manuscript improvement.

Are there limitations to using a 5-point scale for research assessment?

The 5-point scale provides objective evaluation but is limited to the defined dimensions of problem formulation, methodology, analysis, and writing, meaning highly nuanced qualitative aspects may require additional contextual feedback.