medical-research
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ChineseMedical Research
医学研究
Purpose
用途
This Skill retrieves scientific papers from PubMed and creates accessible, plain-language summaries of current research on any biomedical or life sciences topic. It bridges the gap between complex scientific literature and general understanding.
本Skill可从PubMed检索科研论文,针对任何生物医学或生命科学主题的最新研究生成通俗易懂、便于理解的摘要,弥合复杂科研文献和大众认知之间的鸿沟。
When to Use This Skill
何时使用本Skill
Automatically activate when users:
- Ask about scientific research on medical topics (e.g., "What's the latest on Alzheimer's treatment?")
- Want to understand current studies on diseases or conditions
- Request information about clinical trials or treatment approaches
- Mention specific research areas (immunotherapy, gene therapy, drug development)
- Ask questions like "summarize research on..." or "what does research say about..."
- Need to understand scientific consensus on health topics
当用户出现以下行为时自动激活:
- 询问医学主题相关的科研内容(例如:“阿尔茨海默病治疗的最新进展是什么?”)
- 想要了解疾病或健康状况的最新研究
- 索要临床试验或治疗方案的相关信息
- 提及特定研究领域(免疫治疗、基因治疗、药物研发)
- 提出“总结关于…的研究”或“关于…的研究有什么结论”这类问题
- 需要了解健康主题的科研共识
Instructions
使用说明
When generating a research summary, follow these steps:
生成研究摘要时,请遵循以下步骤:
1. Identify the Research Query
1. 识别研究查询
- Accept natural language queries (e.g., "immunotherapy for breast cancer")
- Clarify if the topic is too broad (e.g., "cancer" → suggest narrowing to specific type)
- Verify spelling of medical terms
- If ambiguous, ask for clarification before proceeding
- 接受自然语言查询(例如:“immunotherapy for breast cancer”)
- 如果主题过于宽泛请引导用户缩小范围(例如:“癌症”→ 建议用户明确具体癌症类型)
- 核实医学术语的拼写
- 如果查询存在歧义,先向用户确认再继续处理
2. Retrieve Scientific Papers
2. 检索科研论文
Use the skill's built-in script located in :
pubmed_search.py.claude/skills/medical-research/bash
python3 .claude/skills/medical-research/pubmed_search.py "your search query"- Default retrieves 10 most recent papers
- For comprehensive summaries, consider increasing in the script
max_results - Capture paper details: titles, authors, abstracts, PMIDs, publication dates
使用Skill内置的脚本,路径为:
pubmed_search.py.claude/skills/medical-research/bash
python3 .claude/skills/medical-research/pubmed_search.py "your search query"- 默认检索最新的10篇论文
- 如果需要生成全面的摘要,可以考虑调整脚本中的参数
max_results - 采集论文详情:标题、作者、摘要、PMID、发表日期
3. Analyze and Synthesize Findings
3. 分析与整合研究结果
Review the retrieved papers and identify:
-
Main Research Themes
- What are the major topics being studied?
- What questions are researchers trying to answer?
- What approaches or methods are common?
-
Key Findings
- What are the main discoveries or results?
- What treatments or interventions show promise?
- What mechanisms are being investigated?
-
Clinical Implications
- How might this research affect patient care?
- What are practical applications?
- What changes to treatment guidelines might result?
-
Challenges and Limitations
- What problems remain unsolved?
- What resistance mechanisms exist?
- What gaps in knowledge persist?
-
Emerging Directions
- What new approaches are being developed?
- What future research is needed?
- What technologies are being applied?
审阅检索到的论文,梳理以下内容:
-
核心研究主题
- 研究的主要方向是什么?
- 研究人员试图解决什么问题?
- 常用的研究方法或路径有哪些?
-
关键发现
- 核心的研究成果或结论是什么?
- 哪些治疗手段或干预措施显示出应用前景?
- 目前研究的作用机制是什么?
-
临床意义
- 这项研究对患者护理可能产生什么影响?
- 有哪些实际应用场景?
- 可能会带来哪些治疗指南的调整?
-
挑战与局限性
- 还有哪些尚未解决的问题?
- 存在哪些耐药/抗性机制?
- 还有哪些知识空白?
-
新兴发展方向
- 正在开发哪些新的研究方法?
- 未来还需要开展哪些研究?
- 正在应用哪些新技术?
4. Write Plain-Language Summary
4. 撰写通俗易懂的摘要
Structure the summary for general audience understanding:
markdown
undefined按照普通受众的理解能力组织摘要结构:
markdown
undefinedResearch Summary: [Topic]
研究摘要:[主题]
Search Query: [exact query used]
Papers Found: [total count]
Papers Reviewed: [number analyzed]
Date: [YYYY-MM-DD]
搜索查询: [使用的精确查询词]
找到论文数: [总数]
已分析论文数: [分析的数量]
日期: [YYYY-MM-DD]
Overview
概述
[2-3 paragraphs explaining what this research area is about and why it matters. Use simple language, define medical terms, provide context for non-experts.]
[用2-3个段落说明该研究领域的内容和研究意义,使用简单语言,定义医学术语,为非专业用户提供背景信息。]
Key Research Themes
核心研究主题
Theme 1: [Name]
主题1:[名称]
[Description in plain language]
- Key finding 1
- Key finding 2
- Why it matters
[用通俗易懂的语言描述主题内容]
- 关键发现1
- 关键发现2
- 研究意义
Theme 2: [Name]
主题2:[名称]
[Description in plain language]
- Key finding 1
- Key finding 2
- Why it matters
[Continue for major themes...]
[用通俗易懂的语言描述主题内容]
- 关键发现1
- 关键发现2
- 研究意义
[其他核心主题以此类推...]
What This Means for Patients/Treatment
对患者/治疗的意义
[Plain language explanation of clinical significance]
- Practical implication 1
- Practical implication 2
- Timeline for real-world impact (if applicable)
[用通俗语言解释临床价值]
- 实际应用价值1
- 实际应用价值2
- 落地应用的时间线(如有)
Challenges and Open Questions
挑战与待解决问题
[What problems remain, explained simply]
- Challenge 1
- Challenge 2
- What researchers are working on next
[用简单语言说明仍存在的问题]
- 挑战1
- 挑战2
- 研究人员下一步的研究方向
Key Terminology
核心术语解释
[Define 3-5 important terms used in the research]
- Term 1: Plain language definition
- Term 2: Plain language definition
[定义3-5个研究中用到的重要术语]
- 术语1:通俗定义
- 术语2:通俗定义
Selected Recent Papers
精选近期论文
[List 3-5 most significant papers with brief descriptions]
- [Paper Title] (PMID: [number], [Year])
- Authors: [First 3 et al.]
- Key contribution: [1-2 sentences]
- [PubMed URL]
[列出3-5篇最具代表性的论文并附上简短说明]
- [论文标题](PMID:[编号],[年份])
- 作者:[前3位作者 等.]
- 核心贡献:[1-2句话说明]
- [PubMed链接]
Summary
总结
[2-3 paragraphs pulling it all together, highlighting the current state of research and future directions]
This summary is based on scientific literature available in PubMed and is intended for educational purposes. It does not constitute medical advice.
undefined[用2-3个段落整合所有内容,说明当前研究现状和未来发展方向]
本摘要基于PubMed收录的科研文献生成,仅用于教育目的,不构成医疗建议。
undefined5. Save the Summary
5. 保存摘要
- Automatically save as markdown file
- Use filename format:
Research_Summary_{Topic}_{YYYY-MM-DD}.md - Replace spaces in topic with underscores
- Place in current working directory
- Confirm file location to user
- 自动保存为markdown文件
- 文件名格式:
Research_Summary_{主题}_{YYYY-MM-DD}.md - 主题中的空格替换为下划线
- 保存到当前工作目录
- 向用户确认文件保存位置
Quality Guidelines
质量指南
Content Standards
内容标准
- Accessibility: Write at a 10th-grade reading level
- Accuracy: Faithfully represent research findings; don't oversimplify to the point of distortion
- Balance: Include both promising developments and challenges
- Currency: Focus on papers from the last 1-2 years when possible
- Context: Explain why research matters and how it fits into bigger picture
- Clarity: Define medical/scientific terms; use analogies when helpful
- 易懂性:写作难度保持在10年级阅读水平
- 准确性:如实呈现研究结论,不要过度简化导致内容失真
- 平衡性:同时提及有前景的研究进展和现存挑战
- 时效性:尽可能聚焦近1-2年发表的论文
- 背景信息:说明研究的意义以及在整个领域中的定位
- 清晰性:定义医学/科学术语,必要时使用类比帮助理解
Language Guidelines
语言准则
Do:
- Use active voice ("Researchers found..." not "It was found...")
- Define abbreviations on first use (e.g., "TNBC (triple-negative breast cancer)")
- Use concrete examples
- Explain mechanisms in simple terms
- Provide context for numbers and statistics
- Use analogies to explain complex concepts
Don't:
- Use jargon without explanation
- Oversimplify to the point of inaccuracy
- Make claims stronger than the research supports
- Provide medical advice
- Use passive voice excessively
- Assume prior knowledge of biology/medicine
应当:
- 使用主动语态(“研究人员发现…”而非“经研究发现…”)
- 首次出现缩写时给出全称(例如:“TNBC(三阴性乳腺癌)”)
- 使用具体示例
- 用简单语言解释作用机制
- 为数字和统计数据提供背景信息
- 使用类比解释复杂概念
不应当:
- 不加解释就使用专业术语
- 过度简化导致内容失实
- 提出超出研究支撑的结论
- 提供医疗建议
- 过度使用被动语态
- 假设用户具备生物学/医学相关知识
Credibility Standards
可信度标准
- Objectivity: Present findings without bias
- Accuracy: Cite specific PMIDs and paper details
- Transparency: Note when information is limited or preliminary
- Disclaimers: Always include educational/non-medical-advice disclaimer
- Dates: Include publication years to show currency
- 客观性:无偏见地呈现研究结论
- 准确性:引用具体的PMID和论文详情
- 透明性:明确说明信息有限或处于初步研究阶段的情况
- 免责声明:始终包含教育用途/非医疗建议的免责声明
- 日期:标注发表年份体现内容时效性
Examples
示例
Example 1: Treatment Research
示例1:治疗研究
User request:
Summarize research on immunotherapy for melanomaExpected behavior:
- Run:
python3 .claude/skills/medical-research/pubmed_search.py "immunotherapy melanoma" - Analyze ~10 recent papers
- Identify themes: resistance mechanisms, combination therapies, biomarkers
- Write plain-language summary explaining immune checkpoint inhibitors, how they work, current challenges
- Save as
Research_Summary_Immunotherapy_Melanoma_2025-12-13.md
用户请求:
Summarize research on immunotherapy for melanoma预期执行逻辑:
- 运行:
python3 .claude/skills/medical-research/pubmed_search.py "immunotherapy melanoma" - 分析约10篇近期论文
- 梳理研究主题:耐药机制、联合治疗、生物标志物
- 撰写通俗易懂的摘要,解释免疫检查点抑制剂的作用原理、当前挑战
- 保存为
Research_Summary_Immunotherapy_Melanoma_2025-12-13.md
Example 2: Disease Mechanism
示例2:疾病机制
User request:
What does research say about Alzheimer's disease causes?Expected behavior:
- Activate Skill automatically
- Run:
python3 .claude/skills/medical-research/pubmed_search.py "Alzheimer's disease pathogenesis" - Synthesize findings on amyloid, tau, inflammation, genetic factors
- Explain competing theories in accessible language
- Highlight controversies and ongoing debates
- Save comprehensive summary
用户请求:
What does research say about Alzheimer's disease causes?预期执行逻辑:
- 自动激活本Skill
- 运行:
python3 .claude/skills/medical-research/pubmed_search.py "Alzheimer's disease pathogenesis" - 整合关于β淀粉样蛋白、tau蛋白、炎症、遗传因素的研究结论
- 用通俗易懂的语言解释不同的研究理论
- 说明研究争议和正在进行的讨论
- 保存完整的摘要
Example 3: Emerging Technology
示例3:新兴技术
User request:
Tell me about CRISPR gene therapy researchExpected behavior:
- Run:
python3 .claude/skills/medical-research/pubmed_search.py "CRISPR gene therapy clinical trials" - Focus on clinical applications, safety, efficacy
- Explain CRISPR technology simply (e.g., "molecular scissors that can edit DNA")
- Include specific examples of diseases being treated
- Address ethical considerations if prominent in literature
- Save summary with examples
用户请求:
Tell me about CRISPR gene therapy research预期执行逻辑:
- 运行:
python3 .claude/skills/medical-research/pubmed_search.py "CRISPR gene therapy clinical trials" - 聚焦临床应用、安全性、有效性相关内容
- 用简单语言解释CRISPR技术(例如:“可以编辑DNA的分子剪刀”)
- 列举正在应用该技术治疗的具体疾病示例
- 如果文献中重点提及伦理问题也需要纳入内容
- 保存附带示例的摘要
Best Practices
最佳实践
Do's
推荐做法
✓ Start with broad overview before diving into details
✓ Use subheadings to break up long sections
✓ Include "Key Terminology" section for important terms
✓ Provide specific examples from papers
✓ Explain statistical significance in plain language
✓ Note when findings are preliminary or need replication
✓ Connect research to real-world impact
✓ 先介绍整体概况再展开细节
✓ 使用子标题拆分长段落
✓ 加入“核心术语解释”模块说明重要术语
✓ 提供论文中的具体示例
✓ 用通俗语言解释统计学意义
✓ 明确说明研究结论处于初步阶段或需要重复验证
✓ 关联研究内容和实际落地价值
Don'ts
禁止做法
✗ Don't recommend specific treatments or medications
✗ Don't use unexplained acronyms (EGFR, VEGF, etc.)
✗ Don't ignore negative findings or failures
✗ Don't exaggerate promises ("cure for cancer")
✗ Don't skip the educational disclaimer
✗ Don't assume readers have science background
✗ Don't make summary too technical
✗ 不要推荐具体的治疗方案或药物
✗ 不要使用未解释的缩写(EGFR、VEGF等)
✗ 不要忽略负面研究结果或失败的研究
✗ 不要夸大研究价值(比如“治愈癌症”这类表述)
✗ 不要遗漏教育用途免责声明
✗ 不要假设读者具备科学背景
✗ 不要把摘要写得过于专业晦涩
Handling Edge Cases
边缘情况处理
Few or No Papers Found
检索到的论文极少或无结果
If PubMed returns few results:
The search for "[query]" returned only [N] papers. This may indicate:
1. Very new or emerging research area
2. Query may need refinement
3. Limited research on this specific topic
Would you like me to:
- Try a broader search term?
- Search for related concepts?
- Proceed with available papers?如果PubMed返回的结果很少:
针对“[查询词]”的搜索仅返回了[N]篇论文,可能的原因包括:
1. 该领域属于非常新的新兴研究方向
2. 查询词可能需要优化
3. 该特定主题的相关研究有限
你希望我:
- 尝试使用更宽泛的搜索词?
- 搜索相关概念?
- 基于现有论文继续生成摘要?Highly Technical Results
研究结果专业性极强
If papers are extremely technical:
Note: This is a highly specialized research area. I've translated
the technical findings into accessible language, but some complexity
is unavoidable. Key terms are defined in the "Key Terminology" section.如果论文的专业度非常高:
请注意:该研究领域专业性极强,我已将专业研究结论转化为通俗易懂的语言,但仍不可避免保留部分复杂内容,核心术语已在“核心术语解释”模块中定义。Controversial Topics
研究主题存在争议
For topics with conflicting research:
undefined针对研究结论存在冲突的主题:
undefinedResearch Perspectives
研究观点
Current research shows differing viewpoints:
Perspective 1: [Explanation with supporting papers]
Perspective 2: [Alternative view with supporting papers]
The scientific community is actively investigating these questions,
and consensus may emerge as more evidence accumulates.
undefined当前研究存在不同的观点:
观点1:[解释内容并附上支撑的相关论文]
观点2:[另一种观点的解释并附上支撑的相关论文]
科研界正在积极研究这些问题,随着更多证据积累可能会形成共识。
undefinedOutdated Research
研究内容过时
If most papers are older than 2 years:
Note: The most recent papers in this search are from [year]. This
may indicate:
- Established research area with stable findings
- Reduced current research activity
- Search terms may benefit from updating
The summary focuses on foundational findings that remain current.如果大部分论文的发表时间早于2年:
请注意:本次搜索到的最新论文发表于[年份],可能的原因包括:
- 该研究领域已经比较成熟,结论稳定
- 目前该领域的研究活跃度较低
- 搜索词可能需要更新
本次摘要将聚焦仍然有效的基础研究结论。Technical Requirements
技术要求
Tools to Use
使用工具
- Bash: Run the script
pubmed_search.py - Read: Optionally read papers or abstracts if more detail needed
- Write: Save the completed summary to markdown file
- WebFetch (optional): Retrieve full papers from PubMed if abstracts insufficient
- Bash:运行脚本
pubmed_search.py - Read:如果需要更多详情可以读取论文或摘要内容
- Write:将生成的完整摘要保存为markdown文件
- WebFetch(可选):如果摘要内容不足,可以从PubMed获取完整论文
Search Strategy
搜索策略
- Start specific: Use precise medical terms
- Iterate if needed: Broaden or narrow based on results
- Check paper count: Aim for 10-20 papers for comprehensive summary
- Verify relevance: Ensure retrieved papers match the query
- Note search date: Document when search was performed
- 优先使用精确查询:使用精准的医学术语
- 必要时调整查询范围:根据搜索结果拓宽或收窄查询范围
- 控制论文数量:生成全面摘要建议检索10-20篇论文
- 核实相关性:确保检索到的论文符合查询需求
- 记录搜索日期:记录执行搜索的时间
Script Modifications
脚本修改
If needed, users can modify :
pubmed_search.py- Increase for more comprehensive reviews
max_results - Update with their email address
Entrez.email - Adjust abstract length display
用户可根据需要修改:
pubmed_search.py- 调大参数获取更全面的研究内容
max_results - 将修改为用户自己的邮箱地址
Entrez.email - 调整摘要显示长度
File Output Specifications
文件输出规范
Default Format: Markdown
默认格式:Markdown
Filename: Research_Summary_{Topic}_{YYYY-MM-DD}.md
Location: Current working directory
Encoding: UTF-8
Sections: All sections from template文件名:Research_Summary_{主题}_{YYYY-MM-DD}.md
保存位置:当前工作目录
编码:UTF-8
模块:包含模板中的所有章节Content Requirements
内容要求
- Minimum 800 words for comprehensive topics
- At least 3 major themes identified
- 3-5 key terms defined
- 3-5 papers highlighted
- Include all template sections
- 综合类主题的摘要不少于800字
- 至少梳理3个核心研究主题
- 定义3-5个核心术语
- 突出展示3-5篇重点论文
- 包含模板所有章节
Quality Checklist
质量检查清单
Before saving, verify:
- Summary is accessible to non-scientists
- Medical terms are defined
- Key findings are accurate to source papers
- Clinical implications explained
- Challenges and limitations included
- Recent papers cited with PMIDs
- Educational disclaimer included
- Filename follows format
- All sections complete
- Free of unexplained jargon
保存前请确认:
- 非科研人员也能理解摘要内容
- 所有医学术语都已定义
- 关键发现和原始论文内容一致
- 已说明临床意义
- 包含挑战和局限性相关内容
- 引用了近期论文并标注PMID
- 包含教育用途免责声明
- 文件名符合格式要求
- 所有章节内容完整
- 无未解释的专业术语
Related Resources
相关资源
- PubMed: https://pubmed.ncbi.nlm.nih.gov/
- Biopython Entrez Documentation: For script customization
- MeSH Terms: Medical Subject Headings for refined searches
- NIH Plain Language: For accessibility guidelines
Version: 1.0
Last Updated: December 2025
Maintained By: Vibe Project
- PubMed:https://pubmed.ncbi.nlm.nih.gov/
- Biopython Entrez 文档:用于自定义脚本
- MeSH Terms:用于优化搜索的医学主题词表
- NIH 通俗语言指南:用于参考内容易懂性规范
版本:1.0
最后更新:2025年12月
维护方:Vibe Project