design-study
OfficialSanity-check study design for radiology AI.
Education & Research#validation#ai-research#study-design#bias-check#radiology#manuscript-prep#validity-review
AuthorAperivue
Version1.0.0
Installs0
System Documentation
What problem does it solve?
This skill provides an early, structured validity diagnostic to ensure a study question is answerable, analysis plan is coherent, and reporting expectations are aligned before drafting or data work begins.
Core Features & Use Cases
- Structured reconstruction: Reconstructs the study protocol to confirm population, inputs, timing, and outcomes align with the research question.
- Leakage and validation checks: Identifies potential information leakage, unit-of-analysis mismatches, and validation strategy feasibility.
- Clinical framing guidance: Assesses whether the comparator, endpoint definitions, and claimed benefits are clinically meaningful.
- Workflow guidance: Suggests path changes and handoff routes (analyze-stats, check-reporting, self-review, or write-paper) based on the findings.
Quick Start
Provide the study protocol or draft describing the population, inputs, and endpoints to receive a validity-focused review of design risks and recommended fixes.
Dependency Matrix
Required Modules
None requiredComponents
Standard package💻 Claude Code Installation
Recommended: Let Claude install automatically. Simply copy and paste the text below to Claude Code.
Please help me install this Skill: Name: design-study Download link: https://github.com/Aperivue/medsci-skills/archive/main.zip#design-study Please download this .zip file, extract it, and install it in the .claude/skills/ directory.
Agent Skills Search Helper
Install a tiny helper to your Agent, search and equip skill from 471,000+ vetted skills library on demand.