根据用户提供的论文主题，进行系统性中英文文献回顾（Literature Survey）。 采用8阶段工作流，支持CNKI、Web of Science、ScienceDirect等主流数据库， 无需API配置，通过浏览器自动化获取文献信息。 输出包含GB/T 7714-2015引文、标题、摘要的Markdown文档。 当用户提到"文献回顾"、"文献综述"、"帮我找文献"、"中英文文献搜索"、"写综述"等关键词时触发。 NOTE: The 'examples/' folder contains sample outputs and is not included in skill installation.
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name
ai-powered-literature-review-skills
description
根据用户提供的论文主题，进行系统性中英文文献回顾（Literature Survey）。 采用8阶段工作流，支持CNKI、Web of Science、ScienceDirect等主流数据库， 无需API配置，通过浏览器自动化获取文献信息。 输出包含GB/T 7714-2015引文、标题、摘要的Markdown文档。 当用户提到"文献回顾"、"文献综述"、"帮我找文献"、"中英文文献搜索"、"写综述"等关键词时触发。 NOTE: The 'examples/' folder contains sample outputs and is not included in skill installation.
You are tasked with generating relevant keywords or phrases for a given research direction.
The research direction is provided below:
<research_direction>
{{用户输入的研究主题}}
</research_direction>
To complete this task:
1. Carefully analyze the provided research direction.
2. Identify core concepts, methods, techniques, or topics in this research area.
3. Generate 5 to 8 of the most relevant and representative keywords or phrases.
4. Ensure keywords are concise, typically 1-3 words each.
5. Make sure the keywords cover different aspects of the research direction.
6. Order the keywords by importance or relevance.
7. Separate keywords with English commas (,).
8. Do not include any explanations, descriptions, or additional text.
9. Provide keywords in both Chinese and English.
Present your result in the following format:
中文关键词：keyword1, keyword2, keyword3, ...
英文关键词：english_keyword1, english_keyword2, english_keyword3, ...
Example for "人工智能在医疗诊断中的应用":
中文关键词：人工智能, 医疗诊断, 机器学习, 深度学习, 医学影像, 辅助诊断, 疾病预测, 智能诊疗
英文关键词：artificial intelligence, medical diagnosis, machine learning, deep learning, medical imaging, computer-aided diagnosis, disease prediction, intelligent diagnosis
输出格式
研究主题:"基于深度学习的医学图像诊断研究"中文关键词:-深度学习-医学图像-诊断-神经网络-计算机辅助诊断英文关键词:-deeplearning-medicalimaging-diagnosis-neuralnetwork-computer-aideddiagnosis检索策略:CNKI:"SU=('深度学习'+'神经网络')*('医学图像'+'影像')*('诊断'+'辅助诊断')"WOS:"TS=((deep learning OR neural network) AND (medical imaging) AND (diagnosis))"
# 文献清单## 中文文献### C1-**标题**: 基于深度学习的医学图像诊断研究
-**作者**: 张三, 李四, 王五
-**期刊**: 计算机学报
-**年份**: 2023
-**卷期**: 46(5): 1023-1035
-**DOI**: 10.xxxx
-**摘要**: 本文研究了...
-**来源**: CNKI
## 英文文献### E1-**Title**: Deep Learning for Medical Image Analysis
-**Authors**: Smith J, Johnson K, Lee M
-**Journal**: Nature Medicine
-**Year**: 2022
-**Volume/Issue**: 28(8): 1500-1510
-**DOI**: 10.1038/s41591-022-01900-0
-**Abstract**: This study presents...
-**Source**: ScienceDirect
Phase 6: Paper Analysis（单篇文献分析）
对每篇文献进行深度分析，提取关键信息。
AI 提示词模板
You are an AI assistant tasked with analyzing and interpreting academic articles.
For each article, follow these steps:
1. Identify and summarize the main research question(s) and objective(s) of the article.
2. Describe the theoretical framework or model used in the study.
3. Summarize the research methodology and design employed.
4. Extract and summarize the key findings and conclusions.
5. Highlight any innovative aspects of the study and point out potential limitations.
6. Analyze how this article relates to other research in the field.
7. Identify any controversial points or unresolved issues mentioned in the article.
8. Identify any trends or emerging directions in the research field mentioned.
Present your analysis in the following structured format:
**文章[N]：[Article Title]**
**主要观点和结论**：[Summary of main points and conclusions]
**局限性**：[Discussion of limitations]
**争议点**：[Identified controversies or disputed points]
**研究内容缺陷**：[Areas not covered by the research]
**参考文献格式**：[GB/T 7714-2015 format for this paper]
Use "---" to separate each article analysis.
Ensure that you analyze and provide output for ALL articles. Do not omit any article from your analysis.
[E1] Smith J, Johnson K, Lee M. Deep learning for medical image analysis[J]. Nature Medicine, 2022, 28(8): 1500-1510. DOI:10.1038/s41591-022-01900-0.
Phase 8: Synthesis（综述生成）
综述生成是文献回顾的核心环节，采用四步迭代法确保输出高质量学术综述。
Phase 8.1: Outline（生成综述大纲）
目标：基于文献主题聚类，构建逻辑清晰的综述结构
输入：
研究主题
文献清单（含单篇分析结果）
目标语言
AI 提示词模板：
You are a renowned professor specializing in research methodology and academic writing.
Your task is to create a comprehensive, well-structured, and logically sound literature review outline.
Research topic:
<research_topic>
{{研究主题}}
</research_topic>
Collected literature analysis:
<collected_literature>
{{文献清单和分析}}
</collected_literature>
Target language:
<language>
{{中文/英文}}
</language>
Instructions:
1. Analyze all collected papers and identify 3-5 main themes or research directions.
2. Structure the outline as follows:
a) Introduction (background, objectives, search strategy)
b) Theoretical Foundation and Methods
c) Main Body (3-5 sections based on theme clustering)
- Domestic Research Status (Chinese literature)
- International Research Status (English literature)
- Or thematic sections (e.g., Algorithm Research, Clinical Applications)
d) Discussion (comparative analysis, research gaps, trends)
e) Conclusion
f) References
3. For each main section, provide 3-5 specific subsections with clear titles.
4. Ensure logical flow:
- From general to specific
- From theory to application
- From past to future directions
5. Allocate literature to appropriate sections:
- Each paper should be referenced in at least one section
- Highlight connections between papers
6. Output format:
# Literature Review Outline: [Research Topic]
## 1 Introduction
### 1.1 Research Background
### 1.2 Research Objectives
### 1.3 Search Strategy
## 2 Theoretical Foundation
### 2.1 [Theory/Method 1]
### 2.2 [Theory/Method 2]
## 3 [Main Theme 1]
### 3.1 [Sub-theme]
- Key papers: [C1], [E1], [E2]
- Main arguments: ...
### 3.2 [Sub-theme]
[Continue for all themes...]
## 4 Discussion
### 4.1 Comparative Analysis
### 4.2 Research Gaps
### 4.3 Future Directions
## 5 Conclusion
## References
7. Do not write any content for the sections, only the structure.
8. Ensure the outline can support a 3000-5000 word literature review.
输出：outline.md - 完整的综述大纲，含章节结构和文献分配
Phase 8.2: Writing（撰写综述初稿）
目标：基于大纲撰写完整的综述内容，建立文献间的逻辑联系
输入：
综述大纲
文献清单和分析
单篇文献深度分析
AI 提示词模板：
You are a literature writing expert tasked with creating a high-quality, comprehensive academic literature review.
Input materials:
<outline>
{{综述大纲}}
</outline>
<collected_literature>
{{文献清单和摘要}}
</collected_literature>
<detailed_analysis>
{{单篇文献深度分析}}
</detailed_analysis>
Target language: {{中文/英文}}
Writing instructions:
1. Expand EACH section in the outline into detailed content:
- Section 1 (Introduction): 300-500 words
- Section 2 (Theoretical Foundation): 500-800 words
- Section 3 (Main Body): 1500-2500 words (divided among subsections)
- Section 4 (Discussion): 500-800 words
- Section 5 (Conclusion): 200-300 words
2. For each subsection:
- Start with a topic sentence summarizing the main point
- Synthesize 3-5 relevant papers (do not summarize one by one)
- Compare and contrast different studies
- Highlight agreements and disagreements in the literature
- Identify patterns and trends
3. Critical analysis requirements:
- Evaluate methodological strengths and weaknesses
- Point out inconsistencies or contradictions
- Question assumptions and limitations
- Suggest alternative interpretations
4. Citation format:
- Use ([C1](url)), ([E1](url)) for in-text citations
- Every claim should be supported by at least one citation
- Group related citations: ([C1], [C2], [E1])
5. Writing style:
- Academic and formal tone
- Clear and concise sentences
- Logical transitions between paragraphs
- Avoid bullet points in main text (use prose)
6. Structure each paragraph:
- Topic sentence
- Evidence from literature (with citations)
- Critical commentary
- Transition to next point
7. Output the complete review in Markdown format without XML tags.
8. Do not include abstract or keywords yet (will be added in Phase 8.4).
输出：draft.md - 完整的综述初稿（3000-5000字）
Phase 8.3: Review（质量审查与评估）
目标：系统性审查综述质量，识别问题和改进点
输入：
综述初稿
原始文献清单
研究主题
AI 提示词模板：
You are an experienced academic review expert specializing in literature reviews.
Conduct a comprehensive, rigorous multi-dimensional assessment of the submitted literature review.
Materials to review:
<literature_review_draft>
{{综述初稿}}
</literature_review_draft>
<original_topic>
{{研究主题}}
</original_topic>
<collected_papers>
{{原始文献清单}}
</collected_papers>
Review criteria:
a) ACCURACY AND COMPREHENSIVENESS (Weight: 25%)
- Are all factual claims accurate?
- Are there any misrepresentations of cited studies?
- Does it cover all important aspects of the topic?
- Are significant papers missing or overlooked?
- Score: ___/10
b) LOGICAL ARGUMENTATION (Weight: 25%)
- Is the overall structure logical and coherent?
- Do arguments flow naturally from one to another?
- Are all claims adequately supported by evidence?
- Are there any logical fallacies or gaps?
- Score: ___/10
c) LITERATURE CITATIONS (Weight: 20%)
- Are citations accurate and properly formatted?
- Is the citation density appropriate (not too sparse or excessive)?
- Are cited papers relevant to the claims made?
- Is there a balance between different sources?
- Score: ___/10
d) CRITICAL ANALYSIS (Weight: 15%)
- Does it go beyond mere summarization?
- Are methodological strengths/weaknesses discussed?
- Are contradictions and controversies identified?
- Is there genuine synthesis (not just listing papers)?
- Score: ___/10
e) LANGUAGE AND STYLE (Weight: 10%)
- Is the language clear, concise, and academic?
- Are there grammatical errors or awkward phrasing?
- Is the tone appropriate for academic writing?
- Score: ___/10
f) INNOVATION AND INSIGHT (Weight: 5%)
- Does it provide new insights or perspectives?
- Are future research directions clearly identified?
- Is there a theoretical framework proposed?
- Score: ___/10
Deliverables:
1. Overall Quality Score: ___/100
2. Detailed Assessment:
<review>
<major_strengths>
[List 3-5 major strengths of the review with specific examples]
</major_strengths>
<critical_issues>
[List critical issues that MUST be fixed, with specific locations (section/paragraph)]
</critical_issues>
<areas_for_improvement>
[List areas that could be improved for better quality]
</areas_for_improvement>
<missing_elements>
[List important elements missing from the review]
</missing_elements>
<specific_suggestions>
[Provide detailed, actionable suggestions for revision]
1. Section X, Paragraph Y: [Specific issue] → [Suggested fix]
2. ...
</specific_suggestions>
<citation_issues>
[Identify any citation errors or missing citations]
</citation_issues>
</review>
3. Revision Priority:
- CRITICAL (Must fix): [List]
- HIGH (Should fix): [List]
- MEDIUM (Nice to have): [List]
输出：review_report.md - 详细的审查报告，含评分和改进建议
Phase 8.4: Final（最终润色与定稿）
目标：根据审查报告修订并生成最终版本，添加摘要和关键词
输入：
综述初稿
审查报告
研究主题
AI 提示词模板：
You are tasked with finalizing a literature review article based on a draft and review feedback.
Input materials:
<draft>
{{综述初稿}}
</draft>
<review_report>
{{审查报告}}
</review_report>
<research_topic>
{{研究主题}}
</research_topic>
Finalization steps:
1. ADDRESS REVIEW FEEDBACK:
- Fix all CRITICAL issues identified in the review
- Address HIGH priority suggestions
- Consider MEDIUM priority improvements if time permits
2. STRUCTURE AND FORMATTING:
- Ensure proper Markdown formatting
- Apply consistent heading levels (# Title, ## Section, ### Subsection)
- Check that all citations use format ([X](url))
- Verify all URLs are valid
3. CONTENT REFINEMENT:
- Strengthen weak arguments
- Add missing citations
- Improve transitions between sections
- Ensure critical analysis is present throughout
- Balance coverage across topics
4. WRITE ABSTRACT (200-300 words):
Structure:
- Background (1-2 sentences): Context and importance
- Objective (1 sentence): Purpose of the review
- Methods (1-2 sentences): Search strategy and inclusion criteria
- Results (2-3 sentences): Main findings and themes
- Conclusion (1-2 sentences): Key implications
5. SELECT KEYWORDS (5-8 keywords):
- Include main research topics
- Include key methods/technologies
- Include application domains
- Separate with semicolons
6. COMPILE REFERENCES:
- Convert in-text citations to GB/T 7714-2015 format
- Sort by citation number ([C1], [C2]..., [E1], [E2]...)
- Ensure all cited papers are in the reference list
7. FINAL POLISH:
- Proofread for spelling and grammar
- Check for consistent terminology
- Ensure academic tone throughout
- Verify word count (target: 3000-5000 words excluding references)
Output format:
```markdown
# [Research Topic]: A Literature Review
## Abstract
[200-300 word abstract]
**Keywords**: keyword1; keyword2; keyword3; keyword4; keyword5
---
[Main content with all revisions applied]
---
## References
[C1] ...
[C2] ...
[E1] ...
...
