medical-imaging-review

Structure medical imaging AI literature reviews with a seven-phase workflow.

48|6|Updated Mar 9, 2026
One-click install
npx skills add https://github.com/qinyan-ai/qinyan-academic-skills --skill medical-imaging-review-qinyan-ai
Or copy as Structured Prompt for Agent
Please help me install this Agent Skill.
Skill: medical-imaging-review
Source: https://github.com/qinyan-ai/qinyan-academic-skills/tree/main/skills/02-%E7%A7%91%E5%AD%A6%E5%86%99%E4%BD%9C%E4%B8%8E%E5%AD%A6%E6%9C%AF%E4%BA%A4%E6%B5%81/medical-imaging-review
Command: npx skills add https://github.com/qinyan-ai/qinyan-academic-skills --skill medical-imaging-review-qinyan-ai

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

Comprehensive, reproducible literature reviews for medical imaging AI are essential but time-consuming to assemble from scattered sources. This Skill provides a structured workflow, standardized templates, and domain-focused guidance to streamline the creation of survey papers, systematic reviews, and literature analyses.

Core Features & Use Cases

  • 7-phase, structured review workflow that guides topic scoping, literature collection, synthesis, and critical appraisal.
  • Standardized templates and placeholders for CLAUDE.md (writing guidelines), IMPLEMENTATION_PLAN.md (execution plan), and manuscript_draft.md (main manuscript).
  • Domain-aware reference framework and checklists to ensure thorough coverage, clear methodology, and actionable recommendations.

Quick Start

Initialize a new medical-imaging-review project by creating CLAUDE.md, IMPLEMENTATION_PLAN.md, and manuscript_draft.md, then follow the 7-phase workflow.

Frequently Asked Questions about medical-imaging-review

High-intent search queries and answers about installing and using this skill.

FAQPage Schema
How do I structure a systematic review for medical imaging AI research?

A structured medical imaging literature review uses a 7-phase workflow to systematically organize sources, methodologies, datasets, and evaluation metrics. This approach streamlines creating survey papers and literature analyses for modalities like CT, MRI, and pathology imaging.

What templates are needed to start a medical imaging literature review?

Starting a medical imaging literature review requires initializing three standardized templates: CLAUDE.md for writing guidelines, IMPLEMENTATION_PLAN.md for the execution plan, and manuscript_draft.md for the main manuscript text.

Can I use this structured workflow for pathology imaging systematic reviews?

Yes, the structured workflow applies to systematic reviews and literature analyses across pathology imaging, alongside CT, MRI, X-ray, and ultrasound modalities. It provides a domain-aware reference framework to ensure thorough coverage for these specific imaging types.

What is the best way to organize datasets and evaluation metrics for a medical imaging survey?

The best way to organize datasets and evaluation metrics is applying a domain-aware reference framework with standardized checklists during the synthesis phase. This ensures clear methodology and actionable recommendations in your medical imaging survey paper.

Does this literature review framework support critical appraisal of CT and MRI methodologies?

Yes, the framework supports critical appraisal of CT and MRI methodologies through its structured 7-phase workflow. It enables systematic organization of evaluation metrics and methodologies to ensure comprehensive literature analyses for these medical imaging modalities.