scientific-thinking-scholar-evaluationlisted
Install: claude install-skill jpmsilva1/ai-research-ecosystem
# 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