16miku/academic-skill-eval/medical-imaging-review
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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.
Install
npx vskill@latest install 16miku/academic-skill-eval/medical-imaging-reviewSKILL.md
The same SKILL.md was published earlier as luwill/research-skills/medical-imaging-review.
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 terminologyIMPLEMENTATION_PLAN.md- Staged execution planmanuscript_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
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
Method Description Template
Citation Patterns
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 |
Security
- Security scanPassed, 90 of 100Pattern checks on the skill's files.
- Model reviewPassed
Quality evaluation
- Task evaluationNot runNo evaluation yet. Run one in Skill Studio.
Source
- SKILL.md in the repositoryCheckingevaluations/full-paper-workflow-stack/skill/upstream/research-skills/medical-imaging-review/SKILL.md
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