Question: A recent 10-year study conducted by a research team at the Great Falls Medical School was conducted to assess how age, systolic blood pressure, and
A recent 10-year study conducted by a research team at the Great Falls Medical School was conducted to assess how age, systolic blood pressure, and smoking relate to the risk of strokes. Assume that the following data are from a portion of this study. Risk is interpreted as the probability (times 100) that the patient will have a stroke over the next 10-year period. For the smoking variable, define a dummy variable with 1 indicating a smoker and 0 indicating a nonsmoker.
Risk Age Systolic blood pressure Smoker
10 58 152 Yes
25 65 163 No
12 58 155 no
57 86 177 yes
28 59 196 yes
50 76 189 yes
17 56 155 yes
32 78 120 no
37 80 135 no
15 78 98 no
22 71 152 no
36 70 173 yes
15 67 135 yes
48 77 209 yes
15 60 199 no
36 82 119 yes
8 66 166 no
34 80 125 no
4 62 117 no
38 59 209 yes
(a)
Develop an estimated regression equation that relates risk of a stroke to the person's age, blood pressure, and whether the person is a smoker. (Letx1represent age,x2represent blood pressure,x3represent whether the person is a smoker, andyrepresent risk. Round your numerical values to four decimal places.)
(b)
Is smoking a significant factor in the risk of a stroke? Explain. Use a= 0.05 level of significance.
Find thep-value.(Round your answer to four decimal places.)
p-value =
What is the probability of a stroke over the next 10 years for Art Speen, a66-year-old smoker who has a systolic blood pressure of165? (Round your answer to four decimal places.)
What action might the physician recommend for this patient?
(d)
An insurance company will only sell its Select policy to people for whom the probability of a stroke in the next 10 years is less than 0.01. If a smoker with a systolic blood pressure of205applies for a Select policy, under what condition will the company sell him the policy if it adheres to this standard? (Round your answer to two decimal places.)
This person must be no more than years old to qualify for the Select policy.
(e)
What other factors could be included in the model as independent variables? (Select all that apply.)
weight/obesity
name of medical school
family history of stroke
name of primary care physician
gender
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