Question

In: Statistics and Probability

A medical researcher wants to begin a clinical trial that involves systolic blood pressure (SBP) and...

A medical researcher wants to begin a clinical trial that involves systolic blood pressure (SBP) and cadmium (Cd) levels. However, before starting the study, the researcher wants to confirm that higher SPB is associated with lower Cd levels. Below are the SBP and Cd measurements for a sample a participants. What can the researcher conclude with an α of 0.10?

SBP Cd
169
183
115
113
182
126
179
127
148
160
140
55.5
55.7
55.8
55.9
55.5
55.7
55.6
55.9
55.8
55.7
55.8



a) What is the appropriate statistic?
---Select--- na Correlation Slope Chi-Square
Compute the statistic selected in a):

b) Obtain/compute the appropriate values to make a decision about H0.
(Hint: Make sure to write down the null and alternative hypotheses to help solve the problem.)
critical value =  ; test statistic =
Decision:  ---Select--- Reject H0 Fail to reject H0

c) Compute the corresponding effect size(s) and indicate magnitude(s).
If not appropriate, input and/or select "na" below.
effect size =  ;   ---Select--- na trivial effect small effect medium effect large effect

d) Make an interpretation based on the results.

There was a significant positive relationship between systolic blood pressure and cadmium levels.There was a significant negative relationship between systolic blood pressure and cadmium levels.    There was no significant relationship between systolic blood pressure and cadmium levels.

Solutions

Expert Solution

SBP (X) Cd (Y) X2 Y2 XY
169 55.5 28561 3080.25 9379.5
183 55.7 33489 3102.49 10193.1
115 55.8 13225 3113.64 6417
113 55.9 12769 3124.81 6316.7
182 55.5 33124 3080.25 10101
126 55.7 15876 3102.49 7018.2
179 55.6 32041 3091.36 9952.4
127 55.9 16129 3124.81 7099.3
148 55.8 21904 3113.64 8258.4
160 55.7 25600 3102.49 8912
140 55.8 19600 3113.64 7812
Sum 1642 612.9 252318 34149.87 91459.6
n= 12
r 0.856304
=((B14*F13)-(B13*C13))/(((B14*D13)-B13^2)*((B14*E13)-C13^2))^0.5

a) Correlation is the appropriate statistic

b) H0: ρ = 0

H1: ρ ≠ 0 where ρ is the correlation coefficient

degrees of freedom = n-2 = 12-2 = 10

Test statistic = (0.856304*(12-2)^0.5) / (1-0.856304^2)^0.5 = 5.24

Critical value (from excel function) = TDIST(0.10,10,2) = 0.92

Since critical value < test statistic, we reject null hypothesis.

c) r=0.856

This means that x and y are positively correlated, so higher SPB are associated with higher cd levels.

The effect is large.

Effect size = Positive

Magnitude = 0.856 or 85.6%

d) Since null hypothesis was rejected in part (b), ρ ≠ 0 and r is positive, therefore, there was a significant positive relationship between systolic blood pressure and cadmium levels.


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