🏥 Medical Case Analysis Workflow

1

📝 Input Processing

Raw medical case text is received and preprocessed for analysis

Medical Case Text
Text Validation
Length Check (15K chars)
2

🧠 Structure Extraction

AI model extracts structured data from unstructured medical text

Meta-Llama-3.1-70B-Instruct
Large Language Model • JSON Output
Patient Info
Timeline
Symptoms
Tests
Treatments
Diagnosis
3

🕸️ Knowledge Graph Creation

Transforms structured data into interconnected knowledge graph

Meta-Llama-3.1-70B-Instruct
Graph Processing • Relationship Mapping
Nodes
Relationships
Entity Types
Connections
4

🔍 Clinical Analysis

Deep analysis for malpractice, diagnostic accuracy, and treatment appropriateness

Meta-Llama-3.1-70B-Instruct
Medical Analysis • Risk Assessment
Malpractice Issues
Diagnostic Accuracy
Treatment Review
Timeline Analysis
5

📊 Report Generation

Combines all analysis results into comprehensive HTML report

HTMLReportGenerator
Template Engine • Data Visualization
Timeline Visualization
Entity Cards
Analysis Sections
Interactive Elements

🎯 Final Output

Complete medical case knowledge graph report with interactive visualizations

📈 Timeline Visualization

Interactive timeline showing case progression

🏷️ Entity Extraction

Categorized medical entities and relationships

⚕️ Clinical Analysis

Professional medical case assessment

📋 HTML Report

Professional formatted report with styling