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Applied Health Analytics and Informatics Using SAS®
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Applied Health Analytics and Informatics Using SAS®
by Joseph M. Woodside
Applied Health Analytics and Informatics Using SAS
About this Book
Acknowledgments
Chapter 1: Introduction
Introduction
Audience Accessibility
Learning Approach
Experiential Learning Activity: Learning Journal
Chapter 2: Health Anamatics
Chapter Summary
Chapter Learning Goals
Health Anamatics
Health Informatics
Experiential Learning Activity: Telemedicine
Health Analytics
Health Anamatics Architecture
Experiential Learning Activity: Evidence-Based Practice and Research
Health Anamatics Careers
Experiential Learning Activity: Health Anamatics Careers
Learning Journal Reflection
Chapter 3: Sampling Health Data
Chapter Summary
Chapter Learning Goals
Health Anamatics Process
Health Anamatics Tools
SEMMA: Sample Process Step
SAS OnDemand for Academics Setup
Experiential Learning Application: Health and Nutrition Sampling
Experiential Learning Application: Health and Nutrition Data Partitioning
Experiential Learning Application: Claim Errors Rare-Event Oversampling
Learning Journal Reflection
Chapter 4: Discovering Health Data Quality
Chapter Summary
Chapter Learning Goals
Healthcare Quality
Experiential Learning Activity: Healthcare Data Quality Check
Healthcare Data Quality Case Study
Six Sigma Health Data Quality
Experiential Learning Activity: Public Data Exploration
SEMMA: Exploration
Experiential Learning Activity: Health Data Surveillance
SEMMA: Modify
Experiential Learning Application: Heart Attack Payment Data
Experiential Learning Application: Data Quality Exploration
Learning Journal Reflection
Chapter 5: Modeling Patient Data
Chapter Summary
Chapter Learning Goals
Patients
Patient Anamatics
Patient Data
Healthcare Technology Disruption
Experiential Learning Activity: Personal Health Records
SEMMA: Model Process Step
Experiential Learning Application: Caloric Intake Simple Linear Regression
Experiential Learning Application: Caloric Intake Multiple Linear Regression
Model Summary
Experiential Learning Application: mHealth Heart Rate App
Experiential Learning Application: Inpatient Utilization - HCUP
Reflection
Chapter 6: Modeling Provider Data
Chapter Summary
Chapter Learning Goals
Providers
Provider Anamatics
Provider Data
EHR Implementations
EHR Implementation and Success Factors
EHR Implementation Process
Experiential Learning Activity: Electronic Health Records
SEMMA: Model
Experiential Learning Application: Hospital-Acquired Conditions
Model Summary
Experiential Learning Application: Immunizations
Learning Journal Reflection
Chapter 7: Modeling Payer Data
Chapter Summary
Chapter Learning Goals
Payers
Payer Anamatics
Payer Data
Claim Forms
Experiential Learning Activity - Claim Forms Billing
Experiential Learning Activity: Claims Adjudication Processing
Electronic Data Interchange
Experiential Learning Activity: EDI Translation
SEMMA: Model
Experiential Learning Application: Patient Mortality Indicators
Model Summary
Experiential Learning Application: Self-Reported General Health
Learning Journal Reflection
Chapter 8: Modeling Government Data
Chapter Summary
Chapter Learning Goals
Government Agencies
Government Health Anamatics
Government Regulations
Experiential Learning Activity: Government Data Sharing
Government Billing and Payments
Experiential Learning Activity: Billing Issues and Fraud and Abuse
SEMMA: Model
Experiential Learning Application: Fraud Detection
Model Summary
Experiential Learning Application: Hospital Readmissions
Learning Journal Reflection
Chapter 9: Health Administration and Assessment
Chapter Summary
Chapter Learning Goals
Health Anamatics Administration
Code Sets
Security
Privacy
Experiential Learning Activity: HIPAA Administration
SEMMA: Assess
Experiential Learning Application: Health Risk Score
Assess Summary
Experiential Learning Application: Hip Fracture Risk
Learning Journal Reflection
Chapter 10: Modeling Unstructured Health Data
Chapter Summary
Chapter Learning Goals
Unstructured Health Anamatics
Social Media
Experiential Learning Activity: Social Media Policy
Social Media Maturity
Experiential Learning Activity: Dr. Google
Text Mining
Experiential Learning Application: U.S. Presidential Speeches
Model Summary
Experiential Learning Application: Healthcare Legislation Tweets
Learning Journal Reflection
Chapter 11: Identifying Future Health Trends and High-Performance Data Mining
Chapter Summary
Chapter Learning Goals
Population and Consumer Changes
Artificial Intelligence and Robotics Automation
Experiential Learning Activity: Robotic Surgery
Healthcare Globalization and Government
Public Health
Big Data Health Anamatics
Big Data and High-Performance Data Mining Model
Experiential Learning Application: SIDS
Model Summary
Healthcare Digital Transformation
Experiential Learning Application: Lifelogs
Learning Journal Reflection
Experiential Learning Application: Health Anamatics Project
References
Index
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Applied Health Analytics and Informatics Using SAS®
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