Skip to content

Concept List for Modeling Healthcare Data with Graphs

This document contains 200 concepts for the course "Modeling Healthcare Data with Graphs". Each concept is numbered and formatted in Title Case with a maximum of 32 characters.

Foundation Concepts (1-15)

  1. Graph Theory Basics
  2. Node
  3. Edge
  4. Graph Database
  5. Labeled Property Graph
  6. Node Property
  7. Edge Property
  8. Directed Graph
  9. Directed Acyclic Graph
  10. Graph Traversal
  11. Graph Path
  12. Graph Query
  13. Relational Database
  14. Database Schema
  15. Data Model

Healthcare Domain Fundamentals (16-35)

  1. Healthcare System
  2. Healthcare Cost
  3. Per-Person Healthcare Cost
  4. Fee-For-Service Model
  5. Value-Based Care
  6. Healthcare Payer
  7. Healthcare Provider
  8. Healthcare Patient
  9. Electronic Health Record
  10. Medical Coding System
  11. ICD Code
  12. CPT Code
  13. HCPCS Code
  14. Drug Code
  15. Medical Terminology
  16. Clinical Workflow
  17. Patient Demographics
  18. Medical Encounter
  19. Healthcare Interoperability
  20. Healthcare Data Exchange

Graph Query Languages (36-45)

  1. Cypher Query Language
  2. GQL Standard
  3. GSQL
  4. Graph Pattern Matching
  5. Graph Query Optimization
  6. Graph Index
  7. Query Performance
  8. Path Query
  9. Subgraph Query
  10. Aggregate Query

Patient-Centric Concepts (46-70)

  1. Patient Record
  2. Patient ID
  3. Patient History
  4. Disease
  5. Medical Condition
  6. Symptom
  7. Diagnosis
  8. Treatment Plan
  9. Prescription
  10. Medication
  11. Dosage
  12. Drug Interaction
  13. Adverse Event
  14. Allergy
  15. Immunization
  16. Lab Test
  17. Lab Result
  18. Vital Sign
  19. Care Plan
  20. Treatment Timeline
  21. Patient Journey
  22. Chronic Disease Management
  23. Preventive Care
  24. Patient Outcome
  25. Quality of Life Metric

Provider Perspective (71-95)

  1. Primary Care Provider
  2. Specialist Provider
  3. Hospital
  4. Clinic
  5. Outpatient Facility
  6. Inpatient Care
  7. Emergency Department
  8. Provider Network
  9. Provider Schedule
  10. Appointment
  11. Referral
  12. Provider Credential
  13. Medical License
  14. Board Certification
  15. Provider Rating
  16. Provider Capacity
  17. Provider Specialization
  18. Hospital Department
  19. Care Team
  20. Multidisciplinary Team
  21. Provider Performance
  22. Clinical Guideline
  23. Best Practice
  24. Evidence-Based Medicine
  25. Clinical Protocol

Payer Perspective (96-115)

  1. Insurance Claim
  2. Claim Processing
  3. Claim Adjudication
  4. Claim Denial
  5. Claim Dispute
  6. Insurance Policy
  7. Coverage
  8. Benefit Plan
  9. Copayment
  10. Deductible
  11. Out-Of-Pocket Maximum
  12. Premium
  13. Formulary
  14. Formulary Rule
  15. Pharmacy Benefit Manager
  16. Prior Authorization
  17. Utilization Review
  18. Medical Necessity
  19. Allowed Amount
  20. Reimbursement

Financial & Operational (116-130)

  1. Healthcare Cost Analysis
  2. Revenue Cycle
  3. Billing Code
  4. Charge Master
  5. Cost Of Care
  6. Revenue
  7. Profitability
  8. Operating Margin
  9. Payer Mix
  10. Contract Negotiation
  11. Provider Compensation
  12. Capitation
  13. Risk Adjustment
  14. Quality Metric
  15. Value-Based Payment

Fraud, Waste, and Abuse (131-145)

  1. Healthcare Fraud
  2. Fraud Detection
  3. Waste In Healthcare
  4. Abuse Detection
  5. Upcoding
  6. Unbundling
  7. Phantom Billing
  8. Duplicate Claim
  9. Kickback Scheme
  10. Referral Network Analysis
  11. Community Detection
  12. Anomaly Detection
  13. Behavioral Health Fraud
  14. DME Fraud
  15. Provider Network Fraud

Graph Analytics (146-160)

  1. Graph Algorithm
  2. Shortest Path Algorithm
  3. Centrality Measure
  4. Pagerank Algorithm
  5. Betweenness Centrality
  6. Degree Centrality
  7. Clustering Coefficient
  8. Connected Components
  9. Cycle Detection
  10. Graph Pattern Recognition
  11. Similarity Measure
  12. Link Prediction
  13. Graph Embedding
  14. Node Embedding
  15. Graph Neural Network

AI and Machine Learning (161-175)

  1. Artificial Intelligence
  2. Machine Learning
  3. Large Language Model
  4. Vector Store
  5. Vector Embedding
  6. Semantic Search
  7. RAG Architecture
  8. Knowledge Graph
  9. Graph And LLM Integration
  10. Clinical Decision Support
  11. Clinical Discovery
  12. Recommendation System
  13. Predictive Analytics
  14. Risk Stratification
  15. Population Health Analytics

Security and Compliance (176-185)

  1. HIPAA
  2. Protected Health Information
  3. Data Privacy
  4. Data Security
  5. Access Control
  6. Role-Based Access Control
  7. Authentication
  8. Authorization
  9. Audit Trail
  10. De-Identification

Data Governance (186-195)

  1. Metadata Management
  2. Data Lineage
  3. Data Provenance
  4. Data Quality
  5. Data Traceability
  6. Data Governance Framework
  7. Master Data Management
  8. Data Stewardship
  9. Explainability
  10. Transparency

Capstone Projects (196-200)

  1. Capstone Project
  2. Project Presentation
  3. Graph Career Path
  4. Healthcare Analytics Platform
  5. Real-World Implementation

Advanced Topics (201-)

  1. Distributed Graphs
  2. Enterprise Graphs
  3. TigerGraph
  4. GSQL
  5. Map Reduce
  6. Accumulators
  7. Benchmarking Distributed Graphs
  8. Patient Similarity
  9. Provider Search
  10. Behavioral Health