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Salem Hospital

Salem Hospital. Kathleen French & Zining Zhang. Introduction. Provide insurance for uninsured patients? Who are the Heart Failure patients?. Data Understanding. 2 years of data: Ethnicity, Gender, Payer Type…. dbo.Patients. dbo.Encounters. Insurance. CHAID TREE. Cluster Analysis.

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Salem Hospital

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  1. Salem Hospital Kathleen French & Zining Zhang

  2. Introduction • Provide insurance for uninsured patients? • Who are the Heart Failure patients?

  3. Data Understanding • 2 years of data: Ethnicity, Gender, Payer Type… dbo.Patients dbo.Encounters

  4. Insurance

  5. CHAID TREE

  6. Cluster Analysis

  7. K-means Model 48.5%

  8. K-means Model • Emergency Department: 78.1% • Encounter Type 4: 100% • Length of Stay: long

  9. Findings ER 4

  10. Heart Failure

  11. Discriminant Model

  12. Neural Network

  13. Findings • Best model: Discriminant • Characteristics of Heart Failure patients: 4 1

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