The Hospital staydata is from a larger dataset collected on people discharged fr
ID: 3021031 • Letter: T
Question
The Hospital staydata is from a larger dataset collected on people discharged from a selected Pennsylvania hospital as part of a retrospective chart review of antibiotic usage in hospitals.
QUESTION...
(a) perform Chisq-test to examine the relationship between gender and the service performed. (b) To test if the duration of hospital stay is affected by whether a patient has receive antibiotics. (c) Recode age to two group: 30 and >30, then setup an inferential test to test if patients with age>30 are more likely to receive antibiotics
DATA....
ID# 1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25
Dur_stay 5 10 6 11 5 14 30 11 17 3 9 3 8 8 5 5 7 4 3 7 9 11 11 9 4
Age 30 73 40 47 25 82 60 56 43 50 59 4 22 33 20 32 36 69 47 22 11 19 67 43 41
Sex 2 2 2 2 2 1 1 2 2 1 2 1 2 2 2 1 1 1 1 1 1 1 2 2 2
VARIABLE EXPLANATION....
Dur_stay Duration of hospital stay
Sex 1=M 2=F
Temp First temp. following admission WBC First WBC (x103) following admission
Antibio Received antibiotics 1=yes 2=no
Bact_cul Received bacterial culture 1=yes 2=no
Service 1=med. 2=surg
Temp 99 98 99 98.2 98.5 96.8 99.5 98.6 98 98 97.6 97.8 99.5 98.4 98.4 99 99.2 98 97 98.2 98.2 98.6 97.6 98.6 98
WBC 8 5 12 4 11 6 8 7 7 12 7 3 11 14 11 9 6 6 5 6 10 14 4 5 5
Antibio 2 2 2 2 2 1 1 2 2 2 2 2 1 1 2 2 1 2 1 2 2 1 2 2 2
Bact_cul 2 1 2 2 2 2 1 2 2 1 1 2 2 1 1 2 2 2 2 2 2 2 2 2 2
Service 1 1 2 2 2 2 1 1 1 2 1 2 2 2 2 2 2 2 1 2 2 2 1 2 1
Explanation / Answer
a)Here Ho:Duration of Stay and Antibiotic are independent against H1;Duration of Stay and Antibiotic are dependent
Now with the help of the following R code we get
ared = 15.4927, df = 11, p-value = 0.161
Hence p value >0.05 So at 5% level of significance we accept Ho that
b)Here Ho: Gender and Service Performed are independent against H1;Gender and service performed are dependent
Now with the help of the following R code we get
X-squared = 14.1775, df = 11, p-value = 0.2233
Hence p value >0.05 So at 5% level of significance we say Duration of Stay and Antibiotic are independent .
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