medical-imaging-review

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Medical Imaging AI Literature Review Skill

医学影像AI文献综述技能

Write comprehensive literature reviews following a systematic 7-phase workflow.

遵循系统化的七阶段工作流，撰写全面的文献综述。

Quick Start

快速入门

Initialize project with three core files:
- ```
CLAUDE.md
```
  - Writing guidelines and terminology
- ```
IMPLEMENTATION_PLAN.md
```
  - Staged execution plan
- ```
manuscript_draft.md
```
  - Main manuscript
Follow the 7-phase workflow (see references/WORKFLOW.md)
Use domain-specific templates (see references/DOMAINS.md)

初始化项目，创建三个核心文件：
- ```
CLAUDE.md
```
  - 写作指南与术语规范
- ```
IMPLEMENTATION_PLAN.md
```
  - 分阶段执行计划
- ```
manuscript_draft.md
```
  - 主手稿
遵循七阶段工作流（详见references/WORKFLOW.md）
使用领域特定模板（详见references/DOMAINS.md）

Core Principles

核心原则

Writing Style

写作风格

Hedging language: "may", "suggests", "appears to", "has shown promising results"
Avoid absolutes: Never say "X is the best method"
Citation support: Every claim needs reference
Limitations: Each method section needs a Limitations paragraph

模糊表述语言：使用“可能”“表明”“似乎”“已显示出有前景的结果”等表述
避免绝对化表述：绝不说“X是最佳方法”
引用支撑：每一项主张都需要参考文献支持
局限性说明：每个方法部分都需包含局限性段落

Required Elements

必备要素

Key Points box (3-5 bullets) after title
Comparison table for each major section
Performance metrics: Dice (0.XXX), HD95 (X.XX mm)
Figure placeholders with detailed captions
References: 80-120 typical, organized by topic

要点框（3-5个项目符号）置于标题之后
对比表格：每个主要部分都需包含
性能指标：Dice（0.XXX）、HD95（X.XX mm）
图占位符：配详细说明文字
参考文献：通常80-120篇，按主题分类

Paragraph Structure

段落结构

Topic sentence (main claim)
  → Supporting evidence (citations + data)
  → Analysis (critical evaluation)
  → Transition to next paragraph

主题句（核心主张）
  → 支撑证据（引用+数据）
  → 分析（批判性评估）
  → 过渡到下一段

Literature Sources

文献来源

Use multi-source strategy for comprehensive coverage:

Source	Best For	Tools
ArXiv	Latest DL methods, preprints	`search_papers` , `read_paper`
PubMed	Clinical validation, peer-reviewed	`pubmed_search_articles`
Zotero	Existing library, organized refs	`zotero_search_items`

For MCP configuration details, see references/MCP_SETUP.md.

采用多来源策略以实现全面覆盖：

来源	适用场景	工具
ArXiv	最新深度学习方法、预印本	`search_papers` , `read_paper`
PubMed	临床验证、同行评审文献	`pubmed_search_articles`
Zotero	现有文献库、整理好的参考文献	`zotero_search_items`

有关MCP配置详情，详见references/MCP_SETUP.md。

Standard Review Structure

标准综述结构

markdown

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markdown

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[Title]: State of the Art and Future Directions

[标题]：研究现状与未来方向

Key Points

要点

[3-5 bullets summarizing main findings]

[3-5个项目符号总结核心发现]

Abstract

摘要

1. Introduction

1. 引言

1.1 Clinical Background

1.1 临床背景

1.2 Technical Challenges

1.2 技术挑战

1.3 Scope and Contributions

1.3 研究范围与贡献

2. Datasets and Evaluation Metrics

2. 数据集与评估指标

2.1 Public Datasets (Table 1)

2.1 公开数据集（表1）

2.2 Evaluation Metrics

2.2 评估指标

3. Deep Learning Methods

3. 深度学习方法

3.1 [Category 1]

3.1 [类别1]

3.2 [Category 2]

3.2 [类别2]

(Table 2: Method Comparison)

(表2：方法对比)

4. Downstream Applications

4. 下游应用

5. Commercial Products & Clinical Translation (Table 3)

5. 商业化产品与临床转化（表3）

6. Discussion

6. 讨论

6.1 Current Limitations

6.1 当前局限性

6.2 Future Directions

6.2 未来方向

7. Conclusion

7. 结论

References

参考文献

---

---

Method Description Template

方法描述模板

markdown

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markdown

undefined

3.X [Method Category]

3.X [方法类别]

[1-2 paragraph introduction with motivation]

[Method Name]: [Author] et al. [ref] proposed [method], which [innovation]:

[Key component 1]
[Key component 2] Achieves Dice of X.XX on [dataset].

Limitations: Despite advantages, [category] methods face: (1) [limit 1]; (2) [limit 2].

---

[1-2段介绍与动机阐述]

[方法名称]：[作者]等人[参考文献]提出了[方法]，其创新点在于：

[核心组件1]
[核心组件2] 在[数据集]上实现了X.XX的Dice系数。

局限性：尽管具备优势，[类别]方法仍面临以下问题： (1) [局限性1]；(2) [局限性2]。

---

Citation Patterns

引用格式示例

markdown

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Data citation

数据引用

"...achieved Dice of 0.89 [23]"

“...实现了0.89的Dice系数[23]”

Method citation

方法引用

"Gu et al. [45] proposed..."

“Gu等人[45]提出了...”

Multi-citation

多文献引用

"Several studies demonstrated... [12, 15, 23]"

“多项研究表明...[12, 15, 23]”

Comparative

对比引用

"While [12] focused on..., [15] addressed..."

---

“虽然[12]聚焦于...，[15]则针对...”

---

Reference Files

参考文件

File	Purpose
references/WORKFLOW.md	Detailed 7-phase workflow
references/TEMPLATES.md	CLAUDE.md and IMPLEMENTATION_PLAN.md templates
references/DOMAINS.md	Domain-specific method categories
references/MCP_SETUP.md	MCP server configuration
references/QUALITY_CHECKLIST.md	Pre-submission quality checklist

文件	用途
references/WORKFLOW.md	详细七阶段工作流
references/TEMPLATES.md	CLAUDE.md与IMPLEMENTATION_PLAN.md模板
references/DOMAINS.md	领域特定方法类别
references/MCP_SETUP.md	MCP服务器配置
references/QUALITY_CHECKLIST.md	提交前质量检查清单