Medical imaging review

Skill bg-szy/TOP-SKILLS/skills/awesome-skills/medical-imaging-review

全球最大的 Claude Code 技能聚合库 · 收录 3900+ 来自 12+ 来源的技能，提供在线搜索与趋势分析看板 / The world's largest Claude Code skill aggregation hub — 3900+ skills from 12+ sources with online search and trend dashboard

Install

npx -y skills add bg-szy/TOP-SKILLS --skill medical-imaging-review

Assembled from the repository path, not quoted from the project. Check it against their README if it does not work.

2 things to look at

no licenseNo license file was found in the repository. Code published without one is not open source by default, so using it at work is a question for whoever answers licensing questions where you are.
4 stars4 stars. Stars are a popularity signal and not a quality one, but at this level it is likely that nobody has read this closely except its author, and you would be relying on your own review.

What its author says it does

Copied from the file, not written here

Write comprehensive literature reviews for medical imaging AI research. Use when writing survey papers, systematic reviews, or literature analyses on topics like segmentation, detection, classification in CT, MRI, X-ray, ultrasound, or pathology imaging. Triggers on requests for "review paper", "survey", "literature review", "综述", "systematic review", or mentions of writing academic reviews on deep learning for medical imaging.

SKILL.md

4.4 KB, as published. Nobody here has run it

Medical Imaging AI Literature Review Skill

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

Quick Start

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)

Core Principles

Writing Style

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

Required Elements

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

Paragraph Structure

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

Literature Sources

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.

Standard Review Structure

# [Title]: State of the Art and Future Directions

## Key Points
- [3-5 bullets summarizing main findings]

## Abstract

## 1. Introduction
### 1.1 Clinical Background
### 1.2 Technical Challenges
### 1.3 Scope and Contributions

## 2. Datasets and Evaluation Metrics
### 2.1 Public Datasets (Table 1)
### 2.2 Evaluation Metrics

## 3. Deep Learning Methods
### 3.1 [Category 1]
### 3.2 [Category 2]
(Table 2: Method Comparison)

## 4. Downstream Applications

## 5. Commercial Products & Clinical Translation (Table 3)

## 6. Discussion
### 6.1 Current Limitations
### 6.2 Future Directions

## 7. Conclusion

## References

Method Description Template

### 3.X [Method Category]

[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].

Citation Patterns

# Data citation
"...achieved Dice of 0.89 [23]"

# Method citation
"Gu et al. [45] proposed..."

# Multi-citation
"Several studies demonstrated... [12, 15, 23]"

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

Reference Files

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