Patient 360 is a comprehensive data management solution within LakeFusion that creates a unified, real-time view of all patient-related information across the healthcare ecosystem. By leveraging Databricks Lakehouse technology, the solution harmonizes patient data from multiple sources, ensuring consistency, accuracy, and accessibility across clinical, operational, and administrative functions.
Patient 360 aggregates and standardizes data from the following systems:
Electronic Health Record (EHR) systems
Electronic Medical Record (EMR) systems
Insurance claims and payment systems
Patient demographic and eligibility databases
Pharmacy and prescription systems
Laboratory information systems
Healthcare billing and transactional systems
Operational performance metrics and analytics
Source Records
Patient information originates from multiple systems, often containing unique yet overlapping data.
Example records:
EHR System: Name – Jane Smithson, Email – jane.smith@gmail.com
EMR System: Name – J Smith, Email – j.smith@yahoo.com
Lab Information System: Name – Janette Smith, Email – jane.s@gmail.com
Consolidated Entity Creation
Once ingested into LakeFusion, records are consolidated into entities based on shared attributes such as name, email, or patient ID.
For example, Jane Smithson, J Smith, and Janette Smith are grouped under a single patient entity, preserving differences while enabling traceability.
Match Records
LakeFusion identifies duplicate or related records using:
LLM Vector Search, which transforms attributes into vectors to calculate semantic similarity and capture variations in patient names or emails
Custom Matching Rules, which apply field-specific logic for matching based on attributes like email address, phone number, or unique patient identifiers
Survivorship Rules
To reconcile conflicting data points, LakeFusion applies survivorship logic:
Priority-Based Rules, such as trusting data from authoritative systems in the order: EHR > EMR > Lab Information System
Recency-Based Rules, retaining the most up-to-date values when timestamped data is available
Merged Record
LakeFusion generates a Golden Record by selecting the most reliable and current attributes from the matched entities.
Example output:
Final Name: Janette Smithson
Final Email: j.smith@yahoo.com
Provider 360 aligns with the Medallion Architecture for structured data processing and consumption:
Tier | Description |
Bronze | Raw ingestion of provider data from all integrated sources |
Silver | Cleaned, standardized, deduplicated provider profiles |
Gold | Verified Golden Records for operational use, network analysis, and reporting |
This tiered architecture ensures data transparency, reusability, and performance across the provider lifecycle.