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Healthcare Analytics : Foundations and Frontiers.

Detalles Bibliográficos
Clasificación:Libro Electrónico
Autor principal: Rafalski, Edward M.
Otros Autores: Mullner, Ross M.
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Milton : CRC Press LLC, 2019.
Temas:
Acceso en línea:Texto completo
Tabla de Contenidos:
  • Cover; Title Page; Copyright Page; Contents; Foreword; Lisr of Contributors; Introduction; 1. Managerial epidemiology: Creating care of health ecosystems; Introduction; What is epidemiology?; What is managerial epidemiology?; What is an ecosystem of care?; Social media and its application; Conclusion; References; 2. Healthcare and population data: The building blocks; Background; Why risk stratification?; Overview of risk stratification methods; Risk stratification: Examples; Rising risk methodology: Follow-up on 38109 familiar faces; Use of data; References
  • 3. Trend toward connected data architectures in healthcareBalancing cost and performance; Risk management; Sharing and connecting data; Current state of databases in healthcare systems; Introduction of NoSQL databases; Summary; References; 4. Knowledge management for health data analytics; Rise of the electronic health record; Data governance and infrastructure issues; Importance of data governance and infrastructure; Analytics beyond statistics; Feature selection; Data mining; Advantages; Potential issues with data mining; References
  • 5. Geospatial analysis of patients with healthcare utilization for type 2 diabetes mellitus (T2DM): A use case approachIntroduction; Burden of the disease; Research question; Results; Discussion; References; 6. Futuring: A brief overview of methods and tools; Statistical regression models; Delphi survey technique; Environmental scanning: SWOT analysis; Scenario analysis; Conclusion; References; 7. Conclusion; References; Index