Quantum-Augmented
Cardiovascular Intelligence
& Clinical Decision Engine
An open, leakage-audited, hardware-validated platform for early cardiovascular disease stratification. Integrates 4-qubit parameterized quantum circuits (RY Angle Mapper & CNOT Entanglement) with boosted decision trees, benchmarked against physical IBM QPU hardware.
Live Cardiac Telemetry
P-89201 • 64 yrs • 165/102 mmHg
6 Core Architectural Pillars of QuantumDx
Engineered to eliminate quantum hype by validating every mathematical step against standard clinical machine learning baselines.
4-Qubit Parameterized QPU Circuit
Maps clinical normalized features into single-qubit rotations (RY Angle Mapper) with CNOT entanglement rings, extracting expectation values.
Quantum OOD Hilbert Safety Guard
Calculates quantum state fidelity (F = |〈ψtest|ψref〉|2) to verify test samples stay strictly within the 95% Hilbert manifold boundary.
Cardio-Renal-Metabolic (CRM) Panel
Simultaneously assesses cardiovascular probability, diabetic cardiomyopathy indices, and vascular stiffness indices for multi-system clinical assessment.
Zero Data Leakage CV Firewall
Preprocessing, scaling, PCA, and quantum feature transformers are strictly fit inside cross-validation loops, guaranteeing zero optimistic evaluation bias.
IBM Quantum Hardware Proof
Physical QPU execution payloads persisted from 156-qubit IBM Marrakesh hardware processor, verifying real-world physical quantum execution.
Hospital PDF & FHIR EHR Engine
Parses FHIR Bundle JSON standards and exports detailed, institutional clinical diagnostic reports complete with reference ranges and MD attestation.
Honest Comparative Model Evaluation
Fixed test evaluation (13,329 unseen patients) demonstrating scientific rigor without hype.
How QuantumDx Processes Patient Data
Clinical Inputs
11 Patient Features & FHIR EHR JSON
In-Fold Preprocess
Strict CV Scaler & Standardizer
QPU Feature Map
4-Qubit RY-CNOT Observable Expectation
Hybrid Inference
XGBoost + QPU Ensemble & OOD Guard
Clinical PDF Export
Detailed Diagnostic Report & Care Plan
Ready to Experience Quantum-Augmented Cardiology?
Test live clinical patient scenarios, inspect quantum Hilbert state vectors, or export hospital-grade diagnostic reports.