review-paper
>-
它会碰到什么
这一栏是扫描器报的事实,不是结论。命中多不等于有毒(安全工具、规则库、示例脚本本来就会包含危险写法),命中少也不等于干净。它和你手上的凭据、文件、网络有什么关系,需要你自己看。
技能内容
Manuscript Review
Produce a thorough, constructive review of an academic manuscript — the kind of report a top-journal referee would write.
Input: $ARGUMENTS — path to a paper (.tex, .pdf, or .qmd), or a filename in manuscripts/ or references/papers/.
Steps
- Locate and read the manuscript. Check:
- Direct path from
$ARGUMENTS manuscripts/$ARGUMENTSreferences/papers/$ARGUMENTS- Glob for partial matches in
manuscripts/andreferences/papers/
- Read the full paper end-to-end. For long PDFs, read in chunks (5 pages at a time).
- Dispatch
domain-revieweragent via Task for deep substance review (see below).
- Evaluate writing quality and presentation (dimensions 5-6) — the skill handles these directly since the agent explicitly does not cover presentation.
- After the agent completes, merge its findings with your writing/presentation evaluation. Generate 3-5 "referee objections" synthesized from both.
- Produce the unified review report.
- Save to
quality_reports/paper_review_[sanitized_name].md
Step 3: Dispatch Domain-Reviewer Agent
Dispatch the domain-reviewer agent via Task for the deep substance check. The agent applies 5 lenses that go deeper than broad dimensional evaluation — actual equation verification, derivation step checking, code-theory alignment, and backward logic tracing.
Task prompt: "You are the domain-reviewer agent. Review the manuscript at [path].
Research question: [from spec if available].
Apply all 5 review lenses:
1. Assumption stress test
2. Derivation verification
3. Citation fidelity
4. Code-theory alignment
5. Backward logic check
Also check cross-document consistency.
Follow the domain-reviewer agent instructions and return your full substance review report."
After the agent completes, collect its findings. These feed into the "Major Concerns" and "Referee Objections" sections of the final report.
Steps 4-5: Skill Evaluates Writing & Presentation, Then Merges
The skill evaluates dimensions 5-6 directly (the agent does not cover these), then merges everything into the unified report format below.
Review Dimensions
1. Argument Structure
- Is the research question clearly stated?
- Does the introduction motivate the question effectively?
- Is the logical flow sound (question → method → results → conclusion)?
- Are the conclusions supported by the evidence?
- Are limitations acknowledged?
2. Identification Strategy
- Is the causal claim credible?
- What are the key identifying assumptions? Are they stated explicitly?
- Are there threats to identification (omitted variables, reverse causality, measurement error)?
- Are robustness checks adequate?
- Is the estimator appropriate for the research design?
3. Econometric Specification
- Correct standard errors (clustered? robust? bootstrap?)?
- Appropriate functional form?
- Sample selection issues?
- Multiple testing concerns?
- Are point estimates economically meaningful (not just statistically significant)?
4. Literature Positioning
- Are the key papers cited?
- Is prior work characterized accurately?
- Is the contribution clearly differentiated from existing work?
- Any missing citations that a referee would flag?
5. Writing Quality
- Clarity and concision
- Academic tone
- Consistent notation throughout
- Abstract effectively summarizes the paper
- Tables and figures are self-contained (clear labels, notes, sources)
6. Presentation
- Are tables and figures well-designed?
- Is notation consistent throughout?
- Are there any typos, grammatical errors, or formatting issues?
- Is the paper the right length for the contribution?
Output Format
# Manuscript Review: [Paper Title]
**Date:** [YYYY-MM-DD]
**Reviewer:** review-paper skill
**File:** [path to manuscript]
## Summary Assessment
**Overall recommendation:** [Strong Accept / Accept / Revise & Resubmit / Reject]
[2-3 paragraph summary: main contribution, strengths, and key concerns]
## Strengths
1. [Strength 1]
2. [Strength 2]
3. [Strength 3]
## Major Concerns
### MC1: [Title]
- **Dimension:** [Identification / Econometrics / Argument / Literature / Writing / Presentation]
- **Issue:** [Specific description]
- **Suggestion:** [How to address it]
- **Location:** [Section/page/table if applicable]
[Repeat for each major concern]
## Minor Concerns
### mc1: [Title]
- **Issue:** [Description]
- **Suggestion:** [Fix]
[Repeat]
## Referee Objections
These are the tough questions a top referee would likely raise:
### RO1: [Question]
**Why it matters:** [Why this could be fatal]
**How to address it:** [Suggested response or additional analysis]
[Repeat for 3-5 objections]
## Specific Comments
[Line-by-line or section-by-section comments, if any]
## Summary Statistics
| Dimension | Rating (1-5) |
|-----------|-------------|
| Argument Structure | [N] |
| Identification | [N] |
| Econometrics | [N] |
| Literature | [N] |
| Writing | [N] |
| Presentation | [N] |
| **Overall** | **[N]** |
Principles
- Be constructive. Every criticism should come with a suggestion.
- Be specific. Reference exact sections, equations, tables.
- Think like a referee at a top-5 journal. What would make them reject?
- Distinguish fatal flaws from minor issues. Not everything is equally important.
- Acknowledge what's done well. Good research deserves recognition.
- Do NOT fabricate details. If you can't read a section clearly, say so.
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它属于哪个仓库
skills/15-Felpix-Studios-social-science-research/skills/review-paper/SKILL.md同一个仓库里的其他技能
- Full-empirical-analysis-skill
- Full-empirical-analysis-skill-R
- Full-empirical-analysis-skill-Stata
- auto-empirical-research-skills
- StatsPAI_skill
- Full-empirical-analysis-skill
- Full-empirical-analysis-skill-Stata
- Full-empirical-analysis-skill-R
- academic-paper-composer
- academic-paper-strategist
- medical-imaging-review
- paper-slide-deck
同名技能的其他版本
有 6 个不同仓库或目录里都有叫 review-paper 的技能。它们内容并不相同,别混用:
- brycewang-stanford/Auto-Empirical-Research-Skills — Comprehensive manuscript review covering argument structure, econometric specification, ci
- brycewang-stanford/Auto-Empirical-Research-Skills — Comprehensive manuscript review covering argument structure, identification strategy, econ
- brycewang-stanford/Auto-Empirical-Research-Skills — Run a 6-agent pre-submission referee report for an academic paper targeting a specified jo
- brycewang-stanford/Auto-Empirical-Research-Skills — Comprehensive manuscript review covering argument structure, econometric specification, ci
- brycewang-stanford/Auto-Empirical-Research-Skills — Simulated peer review of the sewage-house-prices manuscript. Dispatches 2 independent refe