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- **Billing-Ready Assets**: One-click, multi-sheet Excel export with full audit trails and data dictionaries.
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## 📂 Project Structure
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- `app.py`: Streamlit frontend with interactive dashboards, simulation lab, and AI advisor.
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- `ml_engine.py`: Core Intelligence Engine containing Random Forest models, impact simulation logic, and CDM patching automation.
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- `agent_graph.py`: LangGraph implementation for multi-agent collaborative reasoning.
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- `data_generator.py`: High-fidelity synthetic data generation for claims, rules, and CDM.
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- `data/`: Persistent storage for claims, rules, CDM, and FAISS vector index.
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## 🛠️ Getting Started
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1. **Install dependencies**:
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```bash
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pip install -r requirements.txt
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```
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2. **Generate base data** (Initializes FAISS index & training datasets):
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```bash
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python data_generator.py
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```
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3. **Run the application**:
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```bash
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streamlit run app.py
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```
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## 🧠 AI & Machine Learning Architecture
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The system utilizes a hybrid AI/ML approach:
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- **Predictive ML**: Random Forest Classifier for denial risk prediction based on categorical and numerical claim features.
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- **Agentic AI**: A directed acyclic graph (DAG) of specialized agents exploring regulatory data using RAG (OpenAI + FAISS).
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- **Automation Engine**: Algorithmic auditing and patching for Chargemaster (CDM) integrity.
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---
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_Temple Health Unified Intelligence Hub | Deployment Edition_
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---
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title: TemHealth
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emoji: 🏥
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colorFrom: blue
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colorTo: green
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sdk: streamlit
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sdk_version: "1.32.0"
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python_version: "3.10"
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app_file: app.py
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pinned: false
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