%% VaultMesh GenAI Health โ Federated Learning + Governance Flow
%% Proposal: โฌ3M HORIZON-HLTH-2025-CARE-01
%% Partners: VaultMesh (IE), DFKI (DE), UMC Utrecht (NL), Philips Healthcare (NL)
graph TB
subgraph DataSources["๐ฅ Federated Data Sources (Privacy-Preserving)"]
HOSPITAL1[Hospital A
Electronic Health Records
Germany โ 10k patients]
HOSPITAL2[Hospital B
Wearable + Lab Data
Netherlands โ 8k patients]
HOSPITAL3[Hospital C
Imaging + Genomics
France โ 5k patients]
CLINIC[Primary Care Clinics
Long-Term Health Monitoring
Multi-Country โ 20k patients]
end
subgraph Privacy["๐ Privacy & Anonymization Layer"]
ANON[Data Anonymization
Differential Privacy (ฮต=0.1)
K-Anonymity (kโฅ10)]
ENCRYPT[Homomorphic Encryption
Computation on Encrypted Data
SEAL/Palisade Library]
CONSENT[Consent Management
GDPR Art. 7 & 9 Compliance
Dynamic Consent Updates]
WP2_PRIVACY[WP2: Privacy Infrastructure
Lead: DFKI
M1-12]
end
subgraph FederatedML["๐ค Federated Machine Learning"]
LOCAL_TRAIN1[Local Training โ Site A
No Raw Data Leaves Hospital
Model Gradients Only]
LOCAL_TRAIN2[Local Training โ Site B
Secure Aggregation Protocol
Encrypted Weight Updates]
LOCAL_TRAIN3[Local Training โ Site C
Edge Computing
GPU Clusters On-Premise]
AGGREGATOR[Secure Aggregator
Federated Averaging (FedAvg)
Byzantine-Robust]
GLOBAL_MODEL[Global Model
Disease Prediction (Diabetes, CVD)
Treatment Recommendation]
WP3_ML[WP3: Federated Learning
Lead: UMC Utrecht
M4-18]
end
subgraph Governance["โ๏ธ AI Act Governance & Human-in-the-Loop"]
PSI[ฮจ-Field Oversight
Collective Sensing of Model Drift
Bias Detection & Alerts]
ETHICS_BOARD[Ethics Review Board
Continuous Monitoring
IRB Integration]
HUMAN_REVIEW[Human-in-the-Loop
Clinician Review of High-Risk Decisions
AI Act Art. 14 Compliance]
EXPLAINABLE[Explainability Layer
SHAP/LIME for Model Interpretation
Clinician-Facing Dashboard]
WP4_GOV[WP4: Governance & Compliance
Lead: VaultMesh
M6-24]
end
subgraph VaultMesh["๐๏ธ VaultMesh Proof Infrastructure"]
RECEIPTS[Receipt Engine
Every Training Round = Cryptographic Receipt
Provenance Trail]
LAWCHAIN[LAWCHAIN
Model Version History
Immutable Audit Log]
FEDERATION[Federation Router
Hospital-to-Hospital Secure Channel
mTLS + Capability Exchange]
TREASURY[Treasury Subsystem
Computation Cost Tracking
Fair Resource Allocation]
WP1[WP1: Core Integration
Lead: VaultMesh
M1-6]
end
subgraph Deployment["๐ Clinical Deployment Pipeline"]
VALIDATION[Clinical Validation
Retrospective Study (n=5000)
Prospective Trial (n=500)]
REGULATORY[Regulatory Pathway
CE Mark (MDR)
FDA Pre-Cert if US expansion]
INTEGRATION[EHR Integration
HL7 FHIR API
Philips IntelliSpace]
PILOT[๐งช UMC Utrecht Pilot
Diabetes Risk Prediction
12-Month Trial โ M12-24]
WP5_PILOT[WP5: Pilots & Validation
Lead: UMC Utrecht
M12-24]
end
subgraph Policy["๐ช๐บ EU Policy & Standards Compliance"]
AI_ACT[AI Act (Reg 2024/1689)
Art. 10: High-Risk System Data Governance
Art. 14: Human Oversight]
GDPR[GDPR (Art. 9)
Special Category Health Data
Explicit Consent + Safeguards]
MDR[Medical Device Reg (MDR)
Class IIa/IIb Risk Classification
Clinical Evidence Requirements]
EHDS[European Health Data Space
Data Altruism + Secondary Use
Cross-Border Access]
end
subgraph Outcomes["๐ Expected Outcomes & KPIs"]
KPI1[20% Diagnostic Accuracy Improvement
vs. Current Clinical Baselines]
KPI2[30% Reduction in Data Collection Time
Federated vs. Centralized]
KPI3[5+ Hospital Network
Cross-Border Federation Active]
KPI4[0 Privacy Breaches
Differential Privacy Guarantees]
KPI5[10+ Publications
Top-Tier Medical AI Venues]
end
%% Data โ Privacy Flow
HOSPITAL1 --> ANON
HOSPITAL2 --> ANON
HOSPITAL3 --> ANON
CLINIC --> ANON
ANON --> ENCRYPT
ENCRYPT --> CONSENT
CONSENT -.->|"Audit Trail"| RECEIPTS
%% Privacy โ Federated ML
CONSENT --> LOCAL_TRAIN1
CONSENT --> LOCAL_TRAIN2
CONSENT --> LOCAL_TRAIN3
LOCAL_TRAIN1 -->|"Encrypted Gradients"| AGGREGATOR
LOCAL_TRAIN2 -->|"Encrypted Gradients"| AGGREGATOR
LOCAL_TRAIN3 -->|"Encrypted Gradients"| AGGREGATOR
AGGREGATOR --> GLOBAL_MODEL
%% Federated ML โ Governance
GLOBAL_MODEL -->|"Model Artifact"| PSI
GLOBAL_MODEL -->|"Prediction Requests"| HUMAN_REVIEW
PSI -->|"Drift Alerts"| ETHICS_BOARD
ETHICS_BOARD -->|"Review Decision"| HUMAN_REVIEW
HUMAN_REVIEW --> EXPLAINABLE
EXPLAINABLE -.->|"Clinician Feedback"| GLOBAL_MODEL
%% VaultMesh Integration
RECEIPTS -->|"Training Receipt"| AGGREGATOR
RECEIPTS -->|"Governance Decision Receipt"| HUMAN_REVIEW
LAWCHAIN -->|"Model Version Chain"| GLOBAL_MODEL
LAWCHAIN -->|"Audit Queries"| ETHICS_BOARD
FEDERATION -->|"Hospital Network"| AGGREGATOR
TREASURY -->|"Computation Metering"| LOCAL_TRAIN1
TREASURY -->|"Computation Metering"| LOCAL_TRAIN2
TREASURY -->|"Computation Metering"| LOCAL_TRAIN3
%% Deployment Pipeline
GLOBAL_MODEL --> VALIDATION
VALIDATION --> REGULATORY
REGULATORY --> INTEGRATION
INTEGRATION --> PILOT
PILOT -.->|"Clinical Feedback"| GLOBAL_MODEL
%% Policy Compliance
CONSENT -->|"GDPR Art. 9"| GDPR
PSI -->|"AI Act Art. 14"| AI_ACT
HUMAN_REVIEW -->|"AI Act Art. 14"| AI_ACT
VALIDATION -->|"MDR Evidence"| MDR
FEDERATION -->|"EHDS Cross-Border"| EHDS
ANON -->|"GDPR Art. 25 (Privacy by Design)"| GDPR
%% Work Package Dependencies
WP1 --> RECEIPTS
WP1 --> LAWCHAIN
WP1 --> FEDERATION
WP2_PRIVACY --> ANON
WP2_PRIVACY --> ENCRYPT
WP2_PRIVACY --> CONSENT
WP3_ML --> AGGREGATOR
WP3_ML --> GLOBAL_MODEL
WP4_GOV --> PSI
WP4_GOV --> ETHICS_BOARD
WP4_GOV --> HUMAN_REVIEW
WP5_PILOT --> PILOT
WP5_PILOT --> VALIDATION
%% ฮจ-Field Collective Intelligence
PSI -.->|"Cross-Site Anomaly Patterns"| AGGREGATOR
LOCAL_TRAIN1 -.->|"Site A Metrics"| PSI
LOCAL_TRAIN2 -.->|"Site B Metrics"| PSI
LOCAL_TRAIN3 -.->|"Site C Metrics"| PSI
%% Outcomes Tracking
GLOBAL_MODEL -->|"Accuracy Metrics"| KPI1
AGGREGATOR -->|"Training Efficiency"| KPI2
FEDERATION -->|"Network Growth"| KPI3
ENCRYPT -->|"Privacy Guarantees"| KPI4
VALIDATION -->|"Research Output"| KPI5
classDef data fill:#e3f2fd,stroke:#01579b,stroke-width:2px
classDef privacy fill:#f3e5f5,stroke:#6a1b9a,stroke-width:2px
classDef ml fill:#c8e6c9,stroke:#2e7d32,stroke-width:2px
classDef governance fill:#fff9c4,stroke:#f57f17,stroke-width:3px
classDef vaultmesh fill:#ffccbc,stroke:#bf360c,stroke-width:2px
classDef deployment fill:#b2dfdb,stroke:#004d40,stroke-width:2px
classDef policy fill:#e1bee7,stroke:#4a148c,stroke-width:2px
classDef outcomes fill:#ffe0b2,stroke:#e65100,stroke-width:2px
class HOSPITAL1,HOSPITAL2,HOSPITAL3,CLINIC data
class ANON,ENCRYPT,CONSENT privacy
class LOCAL_TRAIN1,LOCAL_TRAIN2,LOCAL_TRAIN3,AGGREGATOR,GLOBAL_MODEL ml
class PSI,ETHICS_BOARD,HUMAN_REVIEW,EXPLAINABLE governance
class RECEIPTS,LAWCHAIN,FEDERATION,TREASURY vaultmesh
class VALIDATION,REGULATORY,INTEGRATION,PILOT deployment
class AI_ACT,GDPR,MDR,EHDS policy
class KPI1,KPI2,KPI3,KPI4,KPI5 outcomes