Healthcare Agents System
Interactive demonstration of multi-agent healthcare system with LangChain integration
Input Data
Output Result
Activity Log
System Architecture
EHR Agent
Manages electronic health records, extracts structured data from clinical notes using LLM
Diagnostic Agent
Synthesizes patient data, performs step-by-step diagnostic reasoning using LangChain
Treatment Agent
Develops comprehensive treatment plans based on diagnosis and patient profile
CardioAI Multi-Agent System
ECG • Echo • EHR Integration with ICD-10 Coding & Automation Tiers
Automation Tier System
TIER 1 - INFORMATIVE
<80% confidence
Optional acknowledgment, informational only
TIER 2 - RECOMMENDATION
80-94% confidence
Mandatory acknowledgment before action
TIER 3 - URGENT AUTOMATION
≥95% confidence
Immediate automated alert + 5-min clinician response
Input Data
Diagnostic Output
MAS Activity Log
CardioAI MAS Architecture
ECGAgent
MI detection, arrhythmia analysis, ICD-10 coding
EchoAgent
EF calculation, wall motion, EchoNet-Dynamic
LabAgent
Troponin, BNP, lipids interpretation
EHRAgent
CAD risk factors, FHIR integration
DiagnosticAgent
LangChain reasoning & evidence synthesis
PrognosisAgent
5-year MACE risk, mortality prediction
ClinicalDataAgent
HEART score, risk calculators
IoMT Platform
Device integration, real-time streams
Data Integration
- • ECG: 12-lead, Holter, IoMT devices
- • Echo: EchoNet-Dynamic, DICOM
- • EHR: FHIR/HL7, CAD datasets
- • Labs: Troponin, BNP, lipids
ICD-10 Coding
- • Automatic code assignment
- • MI: I21.x (STEMI, NSTEMI)
- • HF: I50.x, I42.x (DCM, HCM)
- • Regulatory compliance ready
Triplet UI
- • Clinician Dashboard: Full reports
- • Patient Dashboard: Simplified
- • IoMT Platform: Live monitoring
- • Real-time alerts & notifications