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The article "'The Effects of a Low-Fat, Plant-Based Dietary Intervention on Body Weight, Metabolism, and Insulin Sensitivity in Postmenopausal Women" (Amer. J. of Med., \(2005: 991 - 997\)) reported on the results of an experiment in which half of the individuals in a group of\(64\)postmenopausal overweight women were randomly assigned to a particular vegan diet, and the other half received a diet based on National Cholesterol Education Program guidelines. The sample mean decrease in body weight for those on the vegan diet was\(5.8\;kg\), and the sample SD was\(3.2\), whereas for those on the control diet, the sample mean weight loss and standard deviation were\(3.8\)and\(2.8\), respectively. Does it appear the true average weight loss for the vegan diet exceeds that for the control diet by more than\(1\;kg\)? Carry out an appropriate test of hypotheses at significance level .05.

Short Answer

Expert verified

Do not reject null hypothesis.

Step by step solution

01

Find the value of normal distribution

Denote with\({\mu _1}\)the true average of the mean body mass decrease for vegan diet and with \({\mu _2}\) for the control diet.

Given two normal distributions, the random variable (standardized)

\(T = \frac{{\bar X - \bar Y - \left( {{\mu _1} - {\mu _2}} \right)}}{{\sqrt {\frac{{S_1^2}}{m} + \frac{{S_2^2}}{n}} }}\)

has approximately students \(t\) distribution with degrees of freedom\(\nu \), where \(\nu \) is

\(\nu = \frac{{{{\left( {\frac{{s_1^2}}{m} + \frac{{s_2^2}}{n}} \right)}^2}}}{{\frac{{{{\left( {s_1^2/m} \right)}^2}}}{{m - 1}} + \frac{{{{\left( {s_2^2/n} \right)}^2}}}{{n - 1}}}}\)

has to be rounded down to the nearest integer.

The two-sample \(t\) test for testing \({H_0}:{\mu _1} - {\mu _2} = {\Delta _0}\) uses the following value of test statistic

\(t = \frac{{\bar x - \bar y - {\Delta _0}}}{{\sqrt {\frac{{s_1^2}}{m} + \frac{{s_2^2}}{n}} }}\)

For the adequate alternative hypothesis the adequate area under the \({t_\nu }\) curve is calculated is the \(P\) value.

02

Determine the degree of freedom

The hypotheses of interest are \({H_0}:{\mu _1} - {\mu _2} = 1\) versus \({H_1}:{\mu _1} - {\mu _2} > 1\) (exceeds by more than 1 kg). Using the given data in the exercise, the \(t\) value is

\(t = \frac{{\bar x - \bar y - {\Delta _0}}}{{\sqrt {\frac{{s_1^2}}{m} + \frac{{s_2^2}}{n}} }} = \frac{{5.8 - 3.8 - 1}}{{\sqrt {\frac{{{{3.2}^2}}}{{32}} + \frac{{{{2.8}^2}}}{{32}}} }} = 1.33\)

and the corresponding degrees of freedom can be computed using formula

\(\nu {\rm{ }} = \frac{{{{\left( {\frac{{s_1^2}}{m} + \frac{{s_2^2}}{n}} \right)}^2}}}{{\frac{{{{\left( {s_1^2/m} \right)}^2}}}{{m - 1}} + \frac{{{{\left( {s_2^2/n} \right)}^2}}}{{n - 1}}}} = \frac{{{{\left( {\frac{{{{3.2}^2}}}{{32}} + \frac{{{{2.8}^2}}}{{32}}} \right)}^2}}}{{\frac{{{{\left( {{{3.2}^2}/32} \right)}^2}}}{{32 - 1}} + \frac{{{{\left( {{{2.8}^2}/32} \right)}^2}}}{{32 - 1}}}} = 60.93\)

The \(P\) value for one sided testing (upper) is

\(P(T > 1.33) = 0.094\)

where the value was computed using software (see the table in the appendix as well). Since

\(P(T > 1.33) = 0.094P = 0.094 > 0.05\)

do not reject null hypothesis

at \(0.05\)level. There are not enough evidence to support the claim that the true average weight loss for the vegan diet exceeds the true average weight loss for the control died more than 1 kilogram.

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Most popular questions from this chapter

The degenerative disease osteoarthritis most frequently affects weight-bearing joints such as the knee. The article "Evidence of Mechanical Load Redistribution at the Knee Joint in the Elderly When Ascending Stairs and Ramps" (Annals of Biomed. Engr., \(2008: 467 - 476\)) presented the following summary data on stance duration (ms) for samples of both older and younger adults.

\(\begin{array}{*{20}{l}}{Age\;\;\;\;\;\;\;Sample Size\;\;Sample Mean\;\;Sample SD}\\{\;Older\;\;\;\;\;28\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;801\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;117}\\{Younger\;16\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;780\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;\;72}\end{array}\)

Assume that both stance duration distributions are normal.

a. Calculate and interpret a\(99\% \)CI for true average stance duration among elderly individuals.

b. Carry out a test of hypotheses at significance level\(.05\)to decide whether true average stance duration is larger among elderly individuals than among younger individuals.

A study was carried out to compare two different methods, injection and nasal spray, for administering flu vaccine to children under the age of 5. All 8000 children in the study were given both an injection and a spray. However, the vaccine given to 4000 of the children actually contained just saltwater, and the spray given to the other 4000 children also contained just saltwater. At the end of the flu season, it was determined that 3.9% of the children who received the real vaccine via nasal spray contracted the flu, whereas 8.6% of the 4000 children receiving the real vaccine via injection contracted the flu.

(a). Why do you think each child received both an injection and a spray?

(b). Does one method for delivering the vaccine appear to be superior to the other? Test the appropriate hypotheses. [Note: The study was described in the article 鈥淪pray Flu Vaccine May Work Better Than Injections for Tots,鈥 San Luis Obispo Tribune, May 2, 2006..

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Worker : 1 2 3 4

Conventional : .0011 .0014 .0018 .0022

Perforated : .0011 .0010 .0019 .0013

Worker: 5 6 7

Conventional : .0010 .0016 .0028

Perforated : .0011 .0017 .0024

Worker 8 9 10

Conventional : .0020 .0015 .0014

Perforated : .0020 .0013 .0013

Worker: 11 12 13

Conventional : .0023 .0017 .0020

Perforated : .0017 .0015 .0013

a. Calculate a confidence interval at the 95 % confidence level for the true average difference between energy expenditure for the conventional shovel and the perforated shovel (the relevant normal probability plot shows a reasonably linear pattern). Based on this interval, does it appear that the shovels differ with respect to true average energy expenditure? Explain.

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