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clinical-library-search

Search the PANaCEa knowledge base for evidence-backed clinical summaries.

Updated Nov 16, 2025
Search Tags:#embeddings#search#retrieval#pubmed#clinical#semantic-search#knowledge-base
One-click install
npx skills add https://github.com/aaronjullger-lgtm/PANaCEa --skill clinical-library-search
Or copy as Structured Prompt for Agent▼
Please help me install this Agent Skill.
Skill: clinical-library-search
Source: https://github.com/aaronjullger-lgtm/PANaCEa/tree/main/.claude/skills/clinical-library-search
Command: npx skills add https://github.com/aaronjullger-lgtm/PANaCEa --skill clinical-library-search

SYSTEM DOCUMENTATION & REQUIREMENTS

What problem does it solve?

PANaCEa's clinical library and search system often struggles with slow, incomplete, or outdated results. This skill fixes and enhances the reference library, improving speed, relevance, and trustworthiness of clinical information.

Core Features & Use Cases

  • Semantic and keyword search across conditions, drugs, and guidelines with embedding-based retrieval and HNSW-backed indexing.
  • Dynamic content enrichment with PubMed, trials, and guidelines to ensure currency and evidence.
  • Content health and version tracking to improve reliability during study sessions, content creation, and QA workflows.
  • Use Case: Rapidly locate a disease condition page and pull top evidence-backed summaries with sources.

Quick Start

Query the clinical library with a condition name and retrieve the top three evidence-backed summaries with sources.

Frequently Asked Questions about clinical-library-search

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

FAQPage Schema
How do I do semantic search for clinical conditions and drugs?▼

You perform semantic search for clinical conditions using embedding-based retrieval and HNSW-backed indexing. This matches query meaning rather than exact keywords to locate relevant medical knowledge quickly.

Can I retrieve current evidence from PubMed during clinical knowledge search?▼

Yes, clinical knowledge search enriches results dynamically with PubMed, trials, and guidelines. This ensures the retrieved conditions and drugs reflect current evidence and boosts trustworthiness for study or QA workflows.

What is the best way to find evidence-backed clinical guidelines with sources?▼

The best way to find evidence-backed clinical guidelines is querying a clinical library with a condition name. It scores relevance and currency, returning the top summaries complete with their source citations.

Does clinical semantic search work for content auditing and version tracking?▼

Yes, clinical semantic search supports content auditing through content health and version tracking. This improves reliability during QA workflows by scoring relevance and currency of conditions, drugs, and guidelines.

Why does my clinical knowledge retrieval return outdated or incomplete results?▼

Clinical knowledge retrieval returns outdated results without dynamic PubMed enrichment and semantic indexing. Using embedding-based search with HNSW indexing fixes this by scoring relevance and ensuring evidence currency.

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