Salem Hospital
description
Transcript of Salem Hospital
![Page 1: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/1.jpg)
Salem HospitalKATHLEEN FRENCH & ZINING ZHANG
![Page 2: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/2.jpg)
Introduction
Provide insurance for uninsured patients?
Who are the Heart Failure patients?
![Page 3: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/3.jpg)
Data Understanding 2 years of data: Ethnicity, Gender, Payer Type…
dbo.Encounters dbo.Patients
![Page 4: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/4.jpg)
Insurance
![Page 5: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/5.jpg)
CHAID TREE
![Page 6: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/6.jpg)
Cluster Analysis
![Page 7: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/7.jpg)
K-means Model
48.5%
![Page 8: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/8.jpg)
K-means Model
• Emergency Department: 78.1%
• Encounter Type 4: 100%
• Length of Stay: long
![Page 9: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/9.jpg)
Findings
4ER
![Page 10: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/10.jpg)
Heart FailurePatient Categories N Percent HF %
Gender
0 85960 43.6% 52.02
1 111291 56.4% 47.98
2 2 .0% 0.0
Total 197253 100.0%
Ethnicity
0 6279 3.2% 0.48
400 70186 35.6% 33.22
800 1215 .6% 0.19
1200 25520 12.9% 3.33
1600 3021 1.5% 0.33
2000 1978 1.0% 0.38
2400 4587 2.3% 0.9
2800 1229 .6% 0.29
3200 83164 42.2% 60.88
3600 74 .0% 0
Total 197253 100.0%
HighCost
0 195281 99.0% 93.72
1 1972 1.0% 6.28
Total 197253 100.0%
PayerGroupCount
1 182065 92.3% 88.77
2 14318 7.3% 10.14
3 863 .4% 1.09
4 7 .0% 0.0
Total 197253 100.0%
![Page 11: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/11.jpg)
Discriminant Model
![Page 12: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/12.jpg)
Neural Network
![Page 13: Salem Hospital](https://reader035.fdocuments.us/reader035/viewer/2022062222/56815aac550346895dc849cc/html5/thumbnails/13.jpg)
Findings Best model: Discriminant
Characteristics of Heart Failure patients:
4 1