CardioAI Multi-Agent System

ECG • Echo • EHR Integration with ICD-10 Coding & Automation Tiers

Model Context Protocol
HIPAA • FDA 21 CFR Part 11

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

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

Quick ICD-10 Reference

ECG Findings

I21.19
STEMI: ST Elevation Myocardial Infarction T3
I21.4
NSTEMI: Non-ST Elevation MI T2
I51.7
LVH: Left Ventricular Hypertrophy T1

Echo Findings

I50.9
HF: Heart Failure, unspecified T2
I42.0
DCM: Dilated Cardiomyopathy