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To test whether there is significant relationship between physical activity level and systolic pressure, adjusting for body mass index and smoking history using Multiple-Regression Analysis.

To access the relationships between various factors and systolic blood pressure, data were collected on 400 subjects. Systolic blood pressure (dependant variable, measured in mmHg) was regressed on body mass index (BMI, continuous, in Kg/m2), physical activity level (ACTIV, coded 1 for active lifestyle, 0 for sedentary lifestyle), and smoking history (never smoked, ex-smoker, or current smoker), which was coded as follows:

\

Analysis of Variance
Source DF Sum of Squares Mean Square F Value Pr > F
Model 4 4168.60 1042.15 3.23 0.0126
Error 395 127545.02 322.9    
Corrected Total 399 131713.62      

 

Variable DF Parameter Estimate Type I SS Type II SS
Intercept 1 118.393 7196208.63 81471.60
BMI 1 0.600 1791.00 1519.39
ACTIV 1 -5.279 2122.54 1978.36
SMK_EX 1 1.555 3.36 111.86
SMK_CU 1 1.971 251.70 251.70

Hint: Of parts (a), (b), and (c) below, one is solved using variables-added-in-order sums of squares, and two are solved using variables-added-last sums of squares.
a) Test the significance of the relationship between body mass index and systolic blood pressure, adjusting for physical activity level and smoking history. Interpret.
b) Test the significance of the relationship between physical activity level and systolic blood pressure, adjusting for body mass index and smoking history. Interpret.
c) Test the significance of the relationship between smoking history (overall) and systolic blood pressure, adjusting for body mass index and physical activity level. Interpret.


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