Use when structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback. Triggers on \"scientific-thinking-scholar-evaluation\", \"scientific thinking scholar evaluation\", \"evaluation\".
Scanned 9/19/2026
Install to Claude Code
npx -y skills add majinmagros/magros.ai-skills --skill scientific-thinking-scholar-evaluation --agent claude-codeInstalls into .claude/skills of the current project.
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---
name: scientific-thinking-scholar-evaluation
description: "Use when structured scholarly-work evaluation for papers, proposals, literature reviews, methods sections, evidence quality, citation support, and research-writing feedback. Triggers on \"scientific-thinking-scholar-evaluation\", \"scientific thinking scholar evaluation\", \"evaluation\"."
metadata:
origin: community
---
# Scholar Evaluation
Use this skill to evaluate academic or scientific work with a repeatable rubric.
## When to Use
- Reviewing a research paper, proposal, thesis chapter, or literature review.
- Checking whether claims are supported by cited evidence.
- Evaluating methodology, study design, analysis, or limitations.
- Comparing two or more papers for quality or relevance.
- Producing structured feedback for revision.
## Evaluation Scope
Start by identifying the artifact:
- empirical research paper
- theoretical paper
- technical report
- systematic or narrative literature review
- research proposal
- thesis or dissertation chapter
- conference abstract or short paper
Then choose scope:
- **comprehensive**: all rubric dimensions
- **targeted**: one or two dimensions, such as method or citations
- **comparative**: rank multiple works against the same rubric
## Rubric
Score each applicable dimension from 1 to 5:
- 5: excellent; clear, rigorous, and publication-ready
- 4: good; minor improvements needed
- 3: adequate; meaningful gaps but usable
- 2: weak; substantial revision needed
- 1: poor; major validity or clarity problems
Use `N/A` for dimensions that do not apply.
### 1. Problem and Research Question
- Is the problem clear and specific?
- Is the contribution meaningful?
- Are scope and assumptions explicit?
- Does the question match the claimed contribution?
### 2. Literature and Context
- Is relevant prior work covered?
- Does the work synthesize rather than merely list sources?
- Are gaps accurately identified?
- Are recent and foundational sources balanced?
### 3. Methodology
## Exemplo
```text
Paper X (scope targeted: método + citações): método 2/5 (n sem poder, sem controle)
citações 3/5 (3 claims sem fonte) → feedback estruturado p/ revisão
Comparativo: mesmo rubric em 2 papers → rank defensável, não gut-feel
```
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