Skill
academic-aio
Use when a medical AI paper should be found and cited by AI search engines and RAG tools. Optimizes the title, abstract, summary…
@aperivueInstall SkillResearch
Skill
/explainability
Renamed to /model-assessment in v6 (removed in v7).
Install
$ npx -y skills add Aperivue/medsci-skills --skill explainability --agent claude-codeHow it fires
How this skill gets triggered: by you, by Claude, or both.
- Fires itselfAuto-invocation. Claude auto-loads it when your prompt matches the work.Auto-invocation is when the right skill fires by itself at the right moment, driven by a FLOW.md router and a hook, instead of you invoking it by name. It is the difference between a skill being installed and a skill actually getting used.Read the full definition →
- You can call itInvoke it directly when you want it.
- Slash command
/explainability
Context preview
The summary Claude sees to decide when to auto-load this skill.
Renamed to /model-assessment in v6 (removed in v7).
SKILL.md
explainability.SKILL.mdname: explainability description: Renamed to /model-assessment in v6 (removed in v7). disable-model-invocation: true
`/explainability` was renamed to `/model-assessment` in v6.0; this redirect is removed in v7. Run `/model-assessment` now, passing the same arguments the user gave `/explainability`. Start at `/model-assessment` Part D, Phases 12–13 (saliency sanity checks, localisation, attribution framing).
Ships withmedsci-skills
Created & maintained by Yoojin Nam, MD Department of Radiology and Research Institute of Radiology, University of Ulsan College of Medicine, Asan Medical Center, Seoul, Republic of Korea MedSci Skills is a set of Agent Skills for clinical research: literature
Get the whole plugin
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