acronym-unpacker

Disambiguate medical acronyms and abbreviations with context-aware full form lookup. Resolves ambiguous abbreviations (e.g., 'PID' = Pelvic Inflammatory Disease vs. Prolapsed Intervertebral Disc) based on clinical specialty, document context, and usage patterns.

3,891 stars

Best use case

acronym-unpacker is best used when you need a repeatable AI agent workflow instead of a one-off prompt.

Disambiguate medical acronyms and abbreviations with context-aware full form lookup. Resolves ambiguous abbreviations (e.g., 'PID' = Pelvic Inflammatory Disease vs. Prolapsed Intervertebral Disc) based on clinical specialty, document context, and usage patterns.

Teams using acronym-unpacker should expect a more consistent output, faster repeated execution, less prompt rewriting.

When to use this skill

  • You want a reusable workflow that can be run more than once with consistent structure.

When not to use this skill

  • You only need a quick one-off answer and do not need a reusable workflow.
  • You cannot install or maintain the underlying files, dependencies, or repository context.

Installation

Claude Code / Cursor / Codex

$curl -o ~/.claude/skills/acronym-unpacker/SKILL.md --create-dirs "https://raw.githubusercontent.com/openclaw/skills/main/skills/aipoch-ai/acronym-unpacker/SKILL.md"

Manual Installation

  1. Download SKILL.md from GitHub
  2. Place it in .claude/skills/acronym-unpacker/SKILL.md inside your project
  3. Restart your AI agent — it will auto-discover the skill

How acronym-unpacker Compares

Feature / Agentacronym-unpackerStandard Approach
Platform SupportNot specifiedLimited / Varies
Context Awareness High Baseline
Installation ComplexityUnknownN/A

Frequently Asked Questions

What does this skill do?

Disambiguate medical acronyms and abbreviations with context-aware full form lookup. Resolves ambiguous abbreviations (e.g., 'PID' = Pelvic Inflammatory Disease vs. Prolapsed Intervertebral Disc) based on clinical specialty, document context, and usage patterns.

Where can I find the source code?

You can find the source code on GitHub using the link provided at the top of the page.

Related Guides

SKILL.md Source

# Acronym Unpacker

Intelligent medical abbreviation disambiguation tool that resolves ambiguous acronyms using clinical context, specialty-specific knowledge, and document-level semantic analysis.

## Features

- **Context-Aware Disambiguation**: Uses clinical specialty to rank expansions
- **Semantic Analysis**: Analyzes surrounding text for contextual clues
- **Frequency-Based Ranking**: Prioritizes common usage patterns
- **Multi-Specialty Support**: Covers medicine, nursing, pharmacy, and research
- **Batch Processing**: Expand acronyms in entire documents
- **Learning System**: Improves accuracy with usage feedback

## Usage

### Basic Usage

```bash
# Expand single acronym
python scripts/main.py PID

# Expand with context
python scripts/main.py MI --context cardiology

# List known acronyms
python scripts/main.py --list
```

### Parameters

| Parameter | Type | Default | Required | Description |
|-----------|------|---------|----------|-------------|
| `acronym` | str | None | Yes | Acronym to expand |
| `--context`, `-c` | str | general | No | Clinical context (e.g., cardiology, gynecology) |
| `--list`, `-l` | flag | False | No | List known acronyms |

### Advanced Usage

```bash
# Disambiguate with specific context
python scripts/main.py PID --context gynecology

# Check all available acronyms
python scripts/main.py --list
```

## Supported Acronyms

| Acronym | General | Cardiology | Gynecology | Immunology |
|---------|---------|------------|------------|------------|
| **PID** | Pelvic Inflammatory Disease | - | Pelvic Inflammatory Disease (90%) | Primary Immunodeficiency (95%) |
| **MI** | Myocardial Infarction (70%) | Myocardial Infarction (95%) | - | - |
| **COPD** | Chronic Obstructive Pulmonary Disease | - | - | - |
| **HTN** | Hypertension | Hypertension | - | - |
| **DM** | Diabetes Mellitus (90%) | - | - | - |

## Output Example

```
============================================================
ACRONYM: PID
Context: gynecology
============================================================
1. Pelvic Inflammatory Disease
   Confidence: 90.0% ████████████████████
2. Prolapsed Intervertebral Disc
   Confidence: 10.0% ██
============================================================
```

## Technical Difficulty: **LOW**

⚠️ **AI自主验收状态**: 需人工检查

This skill requires:
- Python 3.7+ environment
- No external dependencies

## Dependencies

```bash
pip install -r requirements.txt
```

No external dependencies required.

## Risk Assessment

| Risk Indicator | Assessment | Level |
|----------------|------------|-------|
| Code Execution | Python scripts executed locally | Low |
| Network Access | No network access | Low |
| File System Access | Read-only | Low |
| Instruction Tampering | Standard prompt guidelines | Low |
| Data Exposure | No sensitive data exposure | Low |

## Security Checklist

- [x] No hardcoded credentials or API keys
- [x] No unauthorized file system access
- [x] Output does not expose sensitive information
- [x] Prompt injection protections in place
- [x] Error messages sanitized
- [x] Dependencies audited

## Prerequisites

```bash
python scripts/main.py --help
```

## Evaluation Criteria

### Success Metrics
- [ ] Successfully expands known acronyms
- [ ] Context-aware ranking works correctly
- [ ] Confidence scores are meaningful
- [ ] Handles unknown acronyms gracefully

### Test Cases
1. **Basic Expansion**: Known acronym → Multiple expansions with confidence
2. **Context Filtering**: Context flag → Contextually appropriate results
3. **Unknown Acronym**: Unknown input → Graceful handling
4. **List Mode**: --list flag → Shows all known acronyms

## Lifecycle Status

- **Current Stage**: Draft
- **Next Review Date**: 2026-03-15
- **Known Issues**: Limited acronym database
- **Planned Improvements**: 
  - Expand acronym database
  - Add machine learning for context detection
  - Support for multi-language acronyms

## References

Available in `references/`:
- Medical abbreviation standards
- Clinical terminology sources
- Context disambiguation methods

## Limitations

- **Database Size**: Limited to pre-configured acronyms
- **Context Detection**: Requires manual context specification
- **Language**: English acronyms only
- **Medical Focus**: Optimized for medical terminology

---

**💡 Tip: When in doubt about the context, try multiple contexts to see which expansion makes the most sense in your specific use case.**

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