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Sleeping
Commit
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d7c0aa2
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Parent(s):
Initial frontend deployment
Browse files- .gitignore +25 -0
- README.md +50 -0
- app.py +259 -0
- assets/styles.css +0 -0
- components/__init__.py +0 -0
- components/ui_components.py +16 -0
- requirements.txt +2 -0
- utils/__init__.py +0 -0
- utils/api_client.py +25 -0
.gitignore
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# Python
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__pycache__/
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*.py[cod]
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*$py.class
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*.so
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.Python
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venv/
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ENV/
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env/
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# Gradio
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flagged/
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# IDE
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.vscode/
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.idea/
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*.swp
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*.swo
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# OS
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.DS_Store
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Thumbs.db
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# Logs
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*.log
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README.md
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---
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title: ICD CPT Coding Frontend Gradio
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emoji: 🏥
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colorFrom: blue
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colorTo: green
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sdk: gradio
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sdk_version: 4.44.0
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app_file: app.py
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pinned: false
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license: mit
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---
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# ICD-10 & CPT Coding Assistant - Gradio Frontend
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AI-powered medical coding assistant that analyzes clinical provider notes and generates appropriate ICD-10 and CPT codes with detailed explanations.
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## Features
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- 🔬 **AI-Powered Analysis**: Uses Groq LLaMA 3.3 70B for accurate medical coding
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- 📝 **User-Friendly Interface**: Simple and intuitive Gradio UI
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- 🏥 **ICD-10 Codes**: Diagnostic codes with explanations
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- 💼 **CPT Codes**: Procedure codes with explanations
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- 📊 **Detailed Results**: Comprehensive breakdown of coding decisions
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- 🔍 **API Health Check**: Real-time backend status monitoring
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## How to Use
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1. Enter clinical provider notes in the text area
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2. Click "Analyze & Generate Codes"
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3. View ICD-10 and CPT codes in separate tabs
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4. Review explanations for each code
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## Backend API
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This frontend connects to a FastAPI backend. Default URL: `https://Distopia22-icd-cpt-coding-api.hf.space`
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Configure your backend URL in the API Configuration section.
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## Technology Stack
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- **Frontend**: Gradio 4.44.0
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- **Backend**: FastAPI
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- **AI Model**: Groq LLaMA 3.3 70B Versatile
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- **Deployment**: Hugging Face Spaces
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## Privacy & Security
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- No patient data is stored
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- All API calls are encrypted
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- HIPAA-compliant processing
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app.py
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import gradio as gr
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import requests
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import json
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# ==================== API Functions ====================
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def check_api_health(api_url):
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"""Check if the backend API is healthy"""
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try:
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response = requests.get(f"{api_url}/api/v1/health", timeout=10)
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response.raise_for_status()
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health_data = response.json()
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return f"✅ API Status: {health_data.get('status', 'Unknown')}\n\nService: {health_data.get('service', 'N/A')}"
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except requests.exceptions.Timeout:
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return "❌ API Health Check Failed: Request timed out"
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except requests.exceptions.RequestException as e:
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return f"❌ API Health Check Failed: {str(e)}"
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except Exception as e:
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return f"❌ Unexpected Error: {str(e)}"
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def analyze_provider_notes(api_url, provider_notes, progress=gr.Progress()):
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"""Send provider notes to backend API for analysis"""
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if not provider_notes or not provider_notes.strip():
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return "⚠️ Please enter provider notes before analyzing.", "", ""
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progress(0, desc="Starting analysis...")
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try:
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payload = {"provider_notes": provider_notes}
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progress(0.3, desc="Sending request to API...")
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response = requests.post(
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f"{api_url}/api/v1/analyze",
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json=payload,
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headers={"Content-Type": "application/json"},
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timeout=60
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)
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progress(0.6, desc="Processing response...")
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response.raise_for_status()
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result = response.json()
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progress(0.9, desc="Formatting results...")
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# Format ICD codes
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icd_output = format_icd_codes(result.get("icd_codes", []))
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# Format CPT codes
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cpt_output = format_cpt_codes(result.get("cpt_codes", []))
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# Overall summary
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summary = result.get("overall_summary", "No summary available")
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summary_output = f"### 📋 Overall Summary\n\n{summary}\n\n---\n"
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progress(1.0, desc="Complete!")
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return summary_output, icd_output, cpt_output
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except requests.exceptions.Timeout:
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return "❌ Request timed out. The API is taking too long to respond.", "", ""
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except requests.exceptions.HTTPError as e:
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return f"❌ HTTP Error: {e.response.status_code}\n\n{e.response.text}", "", ""
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except requests.exceptions.RequestException as e:
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return f"❌ Request Error: {str(e)}", "", ""
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except Exception as e:
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return f"❌ Unexpected Error: {str(e)}", "", ""
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def format_icd_codes(icd_codes):
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"""Format ICD codes for display"""
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if not icd_codes:
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return "ℹ️ No ICD-10 codes identified from the provider notes."
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output = "### 🏥 ICD-10 Diagnostic Codes\n\n"
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for idx, icd in enumerate(icd_codes, 1):
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output += f"**{idx}. Code: `{icd.get('code', 'N/A')}`**\n\n"
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output += f"**Description:** {icd.get('description', 'N/A')}\n\n"
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output += f"**Explanation:**\n{icd.get('explanation', 'N/A')}\n\n"
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output += "---\n\n"
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return output
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def format_cpt_codes(cpt_codes):
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"""Format CPT codes for display"""
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if not cpt_codes:
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return "ℹ️ No CPT codes identified from the provider notes."
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output = "### 💼 CPT Procedure Codes\n\n"
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for idx, cpt in enumerate(cpt_codes, 1):
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output += f"**{idx}. Code: `{cpt.get('code', 'N/A')}`**\n\n"
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output += f"**Description:** {cpt.get('description', 'N/A')}\n\n"
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output += f"**Explanation:**\n{cpt.get('explanation', 'N/A')}\n\n"
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output += "---\n\n"
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return output
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def load_example():
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"""Load example provider notes"""
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return """Patient presents with acute bronchitis. Cough for 5 days, productive with yellow sputum. Lung exam reveals diffuse wheezing. Prescribed azithromycin 500mg."""
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def clear_all():
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"""Clear all fields"""
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return "", "", "", ""
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# ==================== Gradio Interface ====================
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# Custom CSS
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| 111 |
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custom_css = """
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.gradio-container {
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font-family: 'Arial', sans-serif;
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}
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.header {
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text-align: center;
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padding: 20px;
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background: linear-gradient(90deg, #1f77b4 0%, #2ca02c 100%);
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color: white;
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border-radius: 10px;
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margin-bottom: 20px;
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| 122 |
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}
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.footer {
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text-align: center;
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margin-top: 30px;
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| 126 |
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padding: 15px;
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color: #666;
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font-size: 0.9em;
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}
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"""
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# Create Gradio Interface
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with gr.Blocks(css=custom_css, title="ICD-10 & CPT Coding Assistant") as demo:
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# Header
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gr.HTML("""
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<div class="header">
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<h1>🏥 ICD-10 & CPT Coding Assistant</h1>
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<p>AI-Powered Medical Coding Analysis using Groq LLaMA 3.3 70B</p>
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| 140 |
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</div>
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""")
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| 142 |
+
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# API Configuration
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| 144 |
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with gr.Accordion("⚙️ API Configuration", open=False):
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| 145 |
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api_url_input = gr.Textbox(
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| 146 |
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label="Backend API URL",
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value="https://Distopia22-icd-cpt-coding-api.hf.space",
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| 148 |
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placeholder="https://your-backend-api.hf.space",
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| 149 |
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info="Enter your FastAPI backend URL"
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)
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api_health_btn = gr.Button("🔍 Check API Status", variant="secondary", size="sm")
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| 153 |
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api_health_output = gr.Textbox(label="API Status", lines=3, interactive=False)
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| 154 |
+
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| 155 |
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gr.Markdown("---")
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| 156 |
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| 157 |
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# Main Content - Two Columns
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| 158 |
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with gr.Row():
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| 159 |
+
# Left Column - Input
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| 160 |
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with gr.Column(scale=1):
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| 161 |
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gr.Markdown("### 📝 Provider Notes Input")
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| 162 |
+
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| 163 |
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provider_notes_input = gr.Textbox(
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| 164 |
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label="Enter Clinical Provider Notes",
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| 165 |
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placeholder="Enter detailed clinical documentation here...",
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| 166 |
+
lines=15,
|
| 167 |
+
max_lines=20,
|
| 168 |
+
info="Provide comprehensive clinical notes for accurate coding"
|
| 169 |
+
)
|
| 170 |
+
|
| 171 |
+
with gr.Row():
|
| 172 |
+
analyze_btn = gr.Button("🔬 Analyze & Generate Codes", variant="primary", size="lg")
|
| 173 |
+
clear_btn = gr.Button("🗑️ Clear All", variant="secondary", size="lg")
|
| 174 |
+
example_btn = gr.Button("📄 Load Example", variant="secondary", size="lg")
|
| 175 |
+
|
| 176 |
+
# Right Column - Output
|
| 177 |
+
with gr.Column(scale=1):
|
| 178 |
+
gr.Markdown("### 📊 Analysis Results")
|
| 179 |
+
|
| 180 |
+
summary_output = gr.Markdown(label="Summary", value="*Enter provider notes and click 'Analyze' to see results*")
|
| 181 |
+
|
| 182 |
+
with gr.Tabs():
|
| 183 |
+
with gr.Tab("🏥 ICD-10 Codes"):
|
| 184 |
+
icd_output = gr.Markdown(value="*No results yet*")
|
| 185 |
+
|
| 186 |
+
with gr.Tab("💼 CPT Codes"):
|
| 187 |
+
cpt_output = gr.Markdown(value="*No results yet*")
|
| 188 |
+
|
| 189 |
+
# Information Section
|
| 190 |
+
gr.Markdown("---")
|
| 191 |
+
|
| 192 |
+
with gr.Accordion("ℹ️ How to Use This Application", open=False):
|
| 193 |
+
gr.Markdown("""
|
| 194 |
+
### 📖 Instructions:
|
| 195 |
+
|
| 196 |
+
1. **Configure API**: Ensure the backend API URL is correct (default is set)
|
| 197 |
+
2. **Check API Status**: Click 'Check API Status' to verify connection
|
| 198 |
+
3. **Enter Notes**: Type or paste clinical provider notes in the text area
|
| 199 |
+
4. **Load Example**: Click 'Load Example' to see a sample note
|
| 200 |
+
5. **Analyze**: Click 'Analyze & Generate Codes' to process the notes
|
| 201 |
+
6. **Review Results**: View ICD-10 and CPT codes in the tabs on the right
|
| 202 |
+
|
| 203 |
+
### 🔒 Privacy & Security:
|
| 204 |
+
- All data is processed securely via encrypted API calls
|
| 205 |
+
- No patient data is stored on servers
|
| 206 |
+
- Compliant with healthcare data standards
|
| 207 |
+
|
| 208 |
+
### ⚡ Features:
|
| 209 |
+
- Real-time AI analysis using Groq LLaMA 3.3 70B
|
| 210 |
+
- Detailed explanations for each code
|
| 211 |
+
- Separate ICD-10 and CPT code categorization
|
| 212 |
+
- Overall summary of coding decisions
|
| 213 |
+
""")
|
| 214 |
+
|
| 215 |
+
# Footer
|
| 216 |
+
gr.HTML("""
|
| 217 |
+
<div class="footer">
|
| 218 |
+
<p>Powered by <strong>Groq LLaMA 3.3 70B</strong> | <strong>FastAPI</strong> | <strong>Gradio</strong></p>
|
| 219 |
+
<p>© 2025 ICD-CPT Coding Assistant</p>
|
| 220 |
+
</div>
|
| 221 |
+
""")
|
| 222 |
+
|
| 223 |
+
# ==================== Event Handlers ====================
|
| 224 |
+
|
| 225 |
+
# Check API Health
|
| 226 |
+
api_health_btn.click(
|
| 227 |
+
fn=check_api_health,
|
| 228 |
+
inputs=[api_url_input],
|
| 229 |
+
outputs=[api_health_output]
|
| 230 |
+
)
|
| 231 |
+
|
| 232 |
+
# Analyze Provider Notes
|
| 233 |
+
analyze_btn.click(
|
| 234 |
+
fn=analyze_provider_notes,
|
| 235 |
+
inputs=[api_url_input, provider_notes_input],
|
| 236 |
+
outputs=[summary_output, icd_output, cpt_output]
|
| 237 |
+
)
|
| 238 |
+
|
| 239 |
+
# Load Example
|
| 240 |
+
example_btn.click(
|
| 241 |
+
fn=load_example,
|
| 242 |
+
inputs=[],
|
| 243 |
+
outputs=[provider_notes_input]
|
| 244 |
+
)
|
| 245 |
+
|
| 246 |
+
# Clear All
|
| 247 |
+
clear_btn.click(
|
| 248 |
+
fn=clear_all,
|
| 249 |
+
inputs=[],
|
| 250 |
+
outputs=[provider_notes_input, summary_output, icd_output, cpt_output]
|
| 251 |
+
)
|
| 252 |
+
|
| 253 |
+
# Launch the app
|
| 254 |
+
if __name__ == "__main__":
|
| 255 |
+
demo.launch(
|
| 256 |
+
server_name="0.0.0.0",
|
| 257 |
+
server_port=7860,
|
| 258 |
+
share=False
|
| 259 |
+
)
|
assets/styles.css
ADDED
|
File without changes
|
components/__init__.py
ADDED
|
File without changes
|
components/ui_components.py
ADDED
|
@@ -0,0 +1,16 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
def create_header():
|
| 2 |
+
"""Create application header HTML"""
|
| 3 |
+
return """
|
| 4 |
+
<div style="text-align: center; padding: 20px; background: linear-gradient(90deg, #1f77b4 0%, #2ca02c 100%); color: white; border-radius: 10px; margin-bottom: 20px;">
|
| 5 |
+
<h1>🏥 ICD-10 & CPT Coding Assistant</h1>
|
| 6 |
+
<p>AI-Powered Medical Coding Analysis</p>
|
| 7 |
+
</div>
|
| 8 |
+
"""
|
| 9 |
+
|
| 10 |
+
def create_footer():
|
| 11 |
+
"""Create application footer HTML"""
|
| 12 |
+
return """
|
| 13 |
+
<div style="text-align: center; margin-top: 30px; padding: 15px; color: #666;">
|
| 14 |
+
<p>Powered by <strong>Groq LLaMA 3.3 70B</strong> | <strong>FastAPI</strong> | <strong>Gradio</strong></p>
|
| 15 |
+
</div>
|
| 16 |
+
"""
|
requirements.txt
ADDED
|
@@ -0,0 +1,2 @@
|
|
|
|
|
|
|
|
|
|
| 1 |
+
gradio==4.44.0
|
| 2 |
+
requests==2.31.0
|
utils/__init__.py
ADDED
|
File without changes
|
utils/api_client.py
ADDED
|
@@ -0,0 +1,25 @@
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1 |
+
import requests
|
| 2 |
+
|
| 3 |
+
def check_api_health(api_url: str) -> dict:
|
| 4 |
+
"""Check if the backend API is healthy"""
|
| 5 |
+
try:
|
| 6 |
+
response = requests.get(f"{api_url}/api/v1/health", timeout=10)
|
| 7 |
+
response.raise_for_status()
|
| 8 |
+
return response.json()
|
| 9 |
+
except Exception as e:
|
| 10 |
+
return {"status": "unhealthy", "error": str(e)}
|
| 11 |
+
|
| 12 |
+
def analyze_notes(api_url: str, provider_notes: str) -> dict:
|
| 13 |
+
"""Send provider notes to backend API for analysis"""
|
| 14 |
+
try:
|
| 15 |
+
payload = {"provider_notes": provider_notes}
|
| 16 |
+
response = requests.post(
|
| 17 |
+
f"{api_url}/api/v1/analyze",
|
| 18 |
+
json=payload,
|
| 19 |
+
headers={"Content-Type": "application/json"},
|
| 20 |
+
timeout=60
|
| 21 |
+
)
|
| 22 |
+
response.raise_for_status()
|
| 23 |
+
return response.json()
|
| 24 |
+
except Exception as e:
|
| 25 |
+
return {"error": str(e)}
|