Deck 16: Comparing Two Means

ملء الشاشة (f)
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سؤال
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. The researchers wanted to see if, by the end of the study, urinary microalbumin was significantly lower in the herbal supplement group than in the placebo group. To answer this question, which hypothesis test should the researchers use?

A)A one-sample t test
B)A matched pairs t test
C)A two-sample t test
D)Any of the above are valid; it just needs to be a t test since σis unknown.
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سؤال
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. The researchers also wanted to see if urinary microalbumin was significantly lower after 12 weeks in the herbal supplement group. To answer this question, which hypothesis test should the researchers use?

A)A one-sample t test
B)A matched pairs t test
C)A two-sample t test
D)Any of the above are valid; it just needs to be a t test since σis unknown.
سؤال
When are the two-Sample t procedures accurate?

A)When both populations are Normal and both sample sizes n1 and n2 are 5 or larger
B)When at least one of the populations is Normal and both sample sizes n1 and n2 are 5 or larger
C)When both populations are Normal and only one of sample sizes n1 and n2 is 5 or larger
D)When both populations are Normal and the combined sample size n1 + n2 is 5 or larger
سؤال
A large P-value implies that H0 is necessarily true,
سؤال
Researchers are interested in whether the effects of DDT poisoning in rats are less extreme in males. An SRS of 100 male rats and an independent SRS of 100 female rats are obtained. The male rats had a sample mean of 39 and a sample standard deviation of 8. The female rats had a sample mean of 40 and a standard deviation of 10. Let μ1 represent the true mean response for the males and μ2 represent the true mean response of the females. Which hypothesis should be tested?

A)H0: μ1 = μ2 versus Ha: μ1 < μ2
B)H0: μDifference 1-2 = 0 versus Ha: μDifference 1-2 ≠ 0
C)H0: μ1 = 39 and μ2= 40 versus Ha: μ1 < 39 and μ2< 40
D)None of the above
سؤال
Researchers are interested in whether the effects of DDT poisoning in rats are less extreme in males. An SRS of 100 male rats and an independent SRS of 100 female rats are obtained. The male rats had a sample mean of 39 and a sample standard deviation of 8. The female rats had a sample mean of 40 and a standard deviation of 10. Let μ1 represent the true mean response for the males and μ2 represent the true mean response of the females. They test the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 < μ2
The numerical value of the t statistic = .078 and the P-value = 0.22. What should we conclude?

A)Reject the null hypothesis at significance level alpha 5%
B)Fail to reject the null hypothesis at significance level alpha 5%
C)Reject the alternative hypothesis at significance level alpha 5%
D)Fail to reject the alternative hypothesis at significance level alpha 5%
سؤال
Researchers are interested in whether the effects of DDT poisoning in rats are less extreme in males. An SRS of 100 male rats and an independent SRS of 100 female rats are obtained. The male rats had a sample mean of 39 and a sample standard deviation of 8. The female rats had a sample mean of 40 and a standard deviation of 10. Let μ1 represent the true mean response for the males and μ2 represent the true mean response of the females. A 95% confidence interval for the difference in true mean response μ1 - μ2 is found to be ( _ 3.53, 1.53). What can we conclude?

A)Reject the null hypothesis at significance level alpha 5%
B)Fail to reject the null hypothesis at significance level alpha 5%
C)Reject the alternative hypothesis at significance level alpha 5%
D)Fail to reject the alternative hypothesis at significance level alpha 5%
سؤال
Researchers examined the bill color (in hue degree) of male and female zebra finches. Here are some summary statistics from the study:
 Sex n Mean  Standard Deviation  Males 592.911.46 Females 607.422.48\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Deviation } \\\hline \text { Males } & 59 & 2.91 & 1.46 \\\hline \text { Females } & 60 & 7.42 & 2.48 \\\hline\end{array} We wish to address the question, How different are male and female zebra finches in bill color? What is the margin of error for a 95% confidence interval for the difference in mean bill color ?F-?M (in hue degree)?

A)1.40
B)1.02
C)0.83
D)0.74
سؤال
Researchers examined the bill color (in hue degree) of male and female zebra finches. Here are some summary statistics from the study:
 Sex n Mean  Standard Error  Males 592.910.19 Females 607.420.32\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Error } \\\hline \text { Males } & 59 & 2.91 & 0.19 \\\hline \text { Females } & 60 & 7.42 & 0.32 \\\hline\end{array} We wish to address the question, How different are male and female zebra finches in bill color? What is a 95% confidence interval for the difference in mean bill color ?F-?M (in hue degree)?

A)4.41 to 4.61
B)3.77 to 5.25
C)3.23 to 5.79
D)1.20 to 10.22
سؤال
Researchers examined the bill color (in hue degree) of male and female zebra finches. Here are the summary statistics from the study:
 Sex n Mean  Standard Error  Males 592.910.19 Females 607.420.32\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Error } \\\hline \text { Males } & 59 & 2.91 & 0.19 \\\hline \text { Females } & 60 & 7.42 & 0.32 \\\hline\end{array} We are interested in testing the following hypotheses:
H0: ?M=?F versus ?M??F
What can we conclude from the 95% confidence interval for the difference in mean bill color ?F-?M (in hue degree)?

A)Reject the null hypothesis at significance level alpha 5%
B)Fail to reject the null hypothesis at significance level alpha 5%
C)Reject the alternative hypothesis at significance level alpha 5%
D)Fail to reject the alternative hypothesis at significance level alpha 5%
سؤال
Researchers measured the amount of plasma carotenoids (in micrograms per milliliter) of male and female zebra finches. Here are the summary statistics from the study:
 Sex n Mean  Standard Error  Males 5031.771.85 Females 5229.742.02\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Error } \\\hline \text { Males } & 50 & 31.77 & 1.85 \\\hline \text { Females } & 52 & 29.74 & 2.02 \\\hline\end{array} Do male and female zebra finches differ in their plasma carotenoid levels? To answer this question, the researchers tested the following hypotheses:
?
H0: ?M=?F versus ?M??F
What is the numerical value of the two-sample t statistic?

A)0.46
B)0.74
C)3.41
D)5.30
سؤال
Researchers measured the amount of plasma carotenoids (in micrograms per milliliter) of male and female zebra finches. Here are the summary statistics from the study:
 Sex n Mean  Standard Error  Males 5031.771.85 Females 5229.742.02\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Error } \\\hline \text { Males } & 50 & 31.77 & 1.85 \\\hline \text { Females } & 52 & 29.74 & 2.02 \\\hline\end{array} Do male and female zebra finches differ in their plasma carotenoid levels? To answer this question, the researchers tested the following hypotheses:
?
H0: ?M=?F versus ?M??F
What is the P-value for the test?

A)Greater than 0.10
B)Between 0.10 and 0.05
C)Between 0.05 and 0.01
D)Less than 0.01
سؤال
Researchers measured the amount of plasma carotenoids (in micrograms per milliliter) of male and female zebra finches. Here are the summary statistics from the study:
 Sex n Mean  Standard Error  Males 5031.771.85 Females 5229.742.02\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Error } \\\hline \text { Males } & 50 & 31.77 & 1.85 \\\hline \text { Females } & 52 & 29.74 & 2.02 \\\hline\end{array} Do male and female zebra finches differ in their plasma carotenoid levels? To answer this question, the researchers tested the following hypotheses:
?
H0: ?M=?F versus ?M??F
What can we conclude at significance level 5%?

A)Reject the alternative hypothesis
B)Fail to reject the alternative hypothesis
C)Reject the null hypothesis
D)Fail to reject the null hypothesis
سؤال
What is the rationale for avoiding the pooled procedures for inference?

A)Testing for the equality of variances is an unreliable procedure that is not robust.
B)The two-sample t, or "unequal variances procedure," is valid regardless of whether the two variances are actually unequal.
C)The two-sample t, or "unequal variances procedure," is almost always more accurate than the pooled procedure.
D)All of these options are correct.
سؤال
A new diet has been developed for raising beef cows. Two random samples of size 9 are independently selected, and one is given the standard diet while the other is given the new diet. After 18 weeks, the weight gain was measured for each cow. It was found that x̄1= 30 with S1= 8 and x̄2= 26 with S2= 6. Let μ1 and μ2 represent the mean weight gains we would observe for the entire population of beef cows when on, respectively, a new diet and a standard diet. Assume that two-sample t procedures are safe to use. Suppose the researcher had wished to test the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 > μ2
What is the numerical value of the two-sample t statistic for this test?

A)0.36
B)1.20
C)2.57
D)4.00
سؤال
A new diet has been developed for raising beef cows. Two random samples of size 9 are independently selected, and one is given the standard diet while the other is given the new diet. After 18 weeks, the weight gain was measured for each cow. It was found that x̄1= 30 with S1= 8 and x̄2= 26 with S2= 6. Let μ1 and μ2 represent the mean weight gains we would observe for the entire population of beef cows when on, respectively, a new diet and a standard diet. Assume that two-sample t procedures are safe to use. Suppose the researcher had wished to test the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 > μ2
What is the P-value for the test of these hypotheses?

A)Greater than 0.10
B)Between 0.10 and 0.05
C)Between 0.05 and 0.01
D)Less than 0.01
سؤال
A new diet has been developed for raising beef cows. Two random samples of size 9 are independently selected, and one is given the standard diet while the other is given the new diet. After 18 weeks, the weight gain was measured for each cow. It was found that x̄1= 30 with S1= 8 and x̄2= 26 with S2= 6. Let μ1 and μ2 represent the mean weight gains we would observe for the entire population of beef cows when on, respectively, a new diet and a standard diet. Assume that two-sample t procedures are safe to use. About which of the following characteristics would it have been most important that the researchers be blind during the experiment?

A)Whether the cows were male or female
B)The purpose of the research
C)The initial weight of the cows
D)Which diet the cows received
سؤال
A new diet has been developed for raising beef cows. Two random samples of size 9 are independently selected, and one is given the standard diet while the other is given the new diet. After 18 weeks, the weight gain was measured for each cow. It was found that x̄1= 30 with S1= 8 and x̄2= 26 with S2= 6. Let μ1 and μ2 represent the mean weight gains we would observe for the entire population of beef cows when on, respectively, a new diet and a standard diet. Assume that two-sample t procedures are safe to use. To which value are the degrees of freedom for these t procedures closest?

A)14
B)12
C)9
D)8
سؤال
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. What is a 95% confidence interval for μ1 - μ2 based on these data?

A)2 ± 0.50 m
B)2 ± 0.84 m
C)2 ± 0.99 m
D)2 ± 1.34 m
سؤال
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. The researcher tests the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 ≠ μ2
What is the numerical value of the two-sample t statistic testing these hypotheses?

A)2.00
B)3.00
C)4.00
D)8.00
سؤال
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. The researcher tests the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 ≠ μ2
What is the P-value for the test of these hypotheses?

A)Greater than 0.10
B)Between 0.10 and 0.05
C)Between 0.05 and 0.01
D)Less than 0.01
سؤال
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. To which value are the degrees of freedom for these t procedures closest?

A)99
B)98
C)60
D)50
سؤال
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. The researcher tests the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 ≠ μ2
The 90% confidence interval is 2 ± 0.83 meters. What conclusion can we state based on this confidence interval?

A)We would reject the null hypothesis of no difference at the 0.10 level.
B)The P-value is less than 0.10.
C)Neither A nor B is correct.
D)Both A and B are correct.
سؤال
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. The researcher tests the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 ≠ μ2
Which of the following statements is the correct interpretation for 99% confidence interval?

A)There is a 95% chance that the difference in population means is between 0.69 and
3.31 meters.
B)There is a 95% chance that a randomly selected individual from this population would have a
Response between 0.69 and 3.31 meters.
C)We are 95% confident that the difference in sample means is between 0.69 and 3.31
Meters.
D)We are 95% confident that the difference in population means is between 0.69 and 3.31 meters.
سؤال
A study examined the effect of protein consumption on weight gain in rats. Investigators obtained 14 female rats and randomly assigned 7 of them to a low-protein diet and the other 7 to a high-protein diet. After 60 days, the weight gained by each rat was recorded (in grams). Here are the summary findings, displayed as "mean (standard deviation)":
 Low-Protein Diet High-Protein Diet101.3(20.6)127.5(21.1)\begin{array}{l}\begin{array} { l l } \text { Low-Protein Diet}&\text { High-Protein Diet}\\101.3(20.6)&127.5(21.1)\end{array}\end{array} Researchers want to know if the amount of protein in the rats' diet significantly affects their weight gain. What are the corresponding null and alternative hypotheses?

A)H0: ?High = ?Low versus Ha: ?High > ?Low
B)H0: ?High = ?Low versus Ha: ?High ? ?Low
C)H0: ?High 127.5 and ?low = 101.3 versus Ha: ?High > ?Low
D)H0: ?High = ?Low versus Ha: ?High 127.5 and ?Low = 101.3
سؤال
A study examined the effect of protein consumption on weight gain in rats. Investigators obtained 14 female rats and randomly assigned 7 of them to a low-protein diet and the other 7 in a high-protein diet. After 60 days, the weight gained by each rat was recorded (in grams). Here are the summary findings, displayed as "mean (standard deviation)":
 Low-Protein Diet High-Protein Diet101.3(20.6)127.5(21.1)\begin{array}{l}\begin{array} { l l } \text { Low-Protein Diet}&\text { High-Protein Diet}\\101.3(20.6)&127.5(21.1)\end{array}\end{array} Researchers want to know if the amount of protein in the rats' diet significantly affects their weight gain. Based on the data, what is the absolute numerical value of t statistic for the appropriate test?

A)1.25
B)2.35
C)6.04
D)13.10
سؤال
A study examined the effect of protein consumption on weight gain in rats. Investigators obtained 14 female rats and randomly assigned 7 of them to a low-protein diet and the other 7 in a high-protein diet. After 60 days, the weight gained by each rat was recorded (in grams). Here are the summary findings, displayed as "mean (standard deviation)":
 Low-Protein Diet High-Protein Diet101.3(20.6)127.5(21.1)\begin{array}{l}\begin{array} { l l } \text { Low-Protein Diet}&\text { High-Protein Diet}\\101.3(20.6)&127.5(21.1)\end{array}\end{array} Researchers want to know if the amount of protein in the rats' diet significantly affects their weight gain.
What should they conclude at significance level 5%?

A)Reject the alternative hypothesis
B)Fail to reject the alternative hypothesis
C)Reject the null hypothesis
D)Fail to reject the null hypothesis
سؤال
A study examined the effect of protein consumption on weight gain in rats. Investigators obtained 14 female rats and randomly assigned 7 of them to a low-protein diet and the other 7 in a high-protein diet. After 60 days, the weight gained by each rat was recorded (in grams). Here are the summary findings, displayed as "mean (standard deviation)":
 Low-Protein Diet High-Protein Diet101.3(20.6)127.5(21.1)\begin{array}{l}\begin{array} { l l } \text { Low-Protein Diet}&\text { High-Protein Diet}\\101.3(20.6)&127.5(21.1)\end{array}\end{array} Given that the degrees of freedom for the appropriate t procedure is approximately 12, what is a 95% confidence interval for ?High - ?Low?

A)1.9 to 50.5 grams
B)15.1 to 37.3 grams
C)20.6 to 21.1 grams
D)101.3 to 127.5 grams
سؤال
A study examined the effect of protein consumption on weight gain in rats. Investigators obtained 14 female rats and randomly assigned 7 of them to a low-protein diet and the other 7 in a high-protein diet. After 60 days, the weight gained by each rat was recorded (in grams). Here are the summary findings, displayed as "mean (standard deviation)":
 Low-Protein Diet High-Protein Diet101.3(20.6)127.5(21.1)\begin{array}{l}\begin{array} { l l } \text { Low-Protein Diet}&\text { High-Protein Diet}\\101.3(20.6)&127.5(21.1)\end{array}\end{array} Which of the following statements would lead us to believe that the t procedures were NOT safe to use here?

A)The experiment was not double-blinded.
B)The distributions of the data were skewed or had outliers.
C)The population standard deviations were not known.
D)The t procedures are always safe to use in a randomized experiment.
سؤال
Some chronic conditions produce episodes of severe flare-ups ("active" stage) between healthy periods ("inactive" stage). The active stage often necessitates immediate medical treatment. Researchers looked for biomarkers that might help identify these active stages. Here are data on the relative abundance of the protein BPG0235 in two independent random samples of men with the same chronic condition, 7 men in the active phase and 9 men in the inactive phase:
 Active  Inactive 1.01.11.00.91.00.51.20.91.21.01.31.01.00.80.71.1\begin{array} { | l | l | } \hline \text { Active } & \text { Inactive } \\\hline 1.0 & 1.1 \\\hline 1.0 & 0.9 \\\hline 1.0 & 0.5 \\\hline 1.2 & 0.9 \\\hline 1.2 & 1.0 \\\hline 1.3 & 1.0 \\\hline 1.0 & 0.8 \\\hline & 0.7 \\\hline & 1.1 \\\hline\end{array} We want to know if there is a significant difference in the relative abundance of the protein BPG0235 between men in the active stage and men in the inactive phase. Therefore, we test the following hypotheses:
?
H0: ?A= ?1 versus Ha: ?A? ?1
What is the absolute numerical value of the two-sample t statistic?

A)13.7
B)0.22
C)3.41
D)2.58
سؤال
Some chronic conditions produce episodes of severe flare-ups ("active" stage) between healthy periods ("inactive" stage). The active stage often necessitates immediate medical treatment. Researchers looked for biomarkers that might help identify these active stages. Here are data on the relative abundance of the protein BPG0235 in two independent random samples of men with the same chronic condition, 7 men in the active phase and 9 men in the inactive phase:
 Active  Inactive 1.01.11.00.91.00.51.20.91.21.01.31.01.00.80.71.1\begin{array} { | l | l | } \hline \text { Active } & \text { Inactive } \\\hline 1.0 & 1.1 \\\hline 1.0 & 0.9 \\\hline 1.0 & 0.5 \\\hline 1.2 & 0.9 \\\hline 1.2 & 1.0 \\\hline 1.3 & 1.0 \\\hline 1.0 & 0.8 \\\hline & 0.7 \\\hline & 1.1 \\\hline\end{array} We want to know if there is a significant difference in the relative abundance of the protein BPG0235 between men in the active stage and men in the inactive phase. Therefore, we test the following hypotheses:
?
H0: ?A= ?1 versus Ha: ?A? ?1
What is the closest value to the P-value for the test?

A)9%
B)2%
C)1%
D)0.01%
سؤال
Some chronic conditions produce episodes of severe flare-ups ("active" stage) between healthy periods ("inactive" stage). The active stage often necessitates immediate medical treatment. Researchers looked for biomarkers that might help identify these active stages. Here are data on the relative abundance of the protein BPG0235 in two independent random samples of men with the same chronic condition, 7 men in the active phase and 9 men in the inactive phase:
 Active  Inactive 1.01.11.00.91.00.51.20.91.21.01.31.01.00.80.71.1\begin{array} { | l | l | } \hline \text { Active } & \text { Inactive } \\\hline 1.0 & 1.1 \\\hline 1.0 & 0.9 \\\hline 1.0 & 0.5 \\\hline 1.2 & 0.9 \\\hline 1.2 & 1.0 \\\hline 1.3 & 1.0 \\\hline 1.0 & 0.8 \\\hline & 0.7 \\\hline & 1.1 \\\hline\end{array} We want to know if there is a significant difference in the relative abundance of the protein BPG0235 between men in the active stage and men in the inactive phase. Therefore, we test the following hypotheses:
?
H0: ?A= ?1 versus Ha: ?A? ?1
Which assumption must be true for the test results to be correct?

A)The population distributions must be roughly Normal.
B)The sample standard deviations must be similar.
C)The population standard deviations must be equal.
D)The same individuals must be measured during an active phase and during an inactive phase.
سؤال
Some chronic conditions produce episodes of severe flare-ups ("active" stage) between healthy periods ("inactive" stage). The active stage often necessitates immediate medical treatment. Researchers looked for biomarkers that might help identify these active stages. Here are data on the relative abundance of the protein BPG0199 in two independent random samples of men with the same chronic condition, 7 men in the active phase and 9 men in the inactive phase:
 Active  Inactive 2.61.22.72.12.01.82.41.51.91.91.43.21.81.31.91.6\begin{array} { | l | l | } \hline \text { Active } & \text { Inactive } \\\hline 2.6 & 1.2 \\\hline 2.7 & 2.1 \\\hline 2.0 & 1.8 \\\hline 2.4 & 1.5 \\\hline 1.9 & 1.9 \\\hline 1.4 & 3.2 \\\hline 1.8 & 1.3 \\\hline & 1.9 \\\hline & 1.6 \\\hline\end{array} We want to know if there is a significant difference in the relative abundance of the protein BPG0199 between men in the active stage and men in the inactive phase. Therefore, we test the following hypotheses:
?
H0: ?A= ?1 versus Ha: ?A? ?1
The test degrees of freedom is roughly 13. Which value is the P-value for the test closest to?

A)0.001
B)0.03
C)0.1
D)0.3
سؤال
Some chronic conditions produce episodes of severe flare-ups ("active" stage) between healthy periods ("inactive" stage). The active stage often necessitates immediate medical treatment. Researchers looked for biomarkers that might help identify these active stages. Here are data on the relative abundance of the protein BPG0199 in two independent random samples of men with the same chronic condition, 7 men in the active phase and 9 men in the inactive phase:
 Active  Inactive 2.61.22.72.12.01.82.41.51.91.91.43.21.81.31.91.6\begin{array} { | l | l | } \hline \text { Active } & \text { Inactive } \\\hline 2.6 & 1.2 \\\hline 2.7 & 2.1 \\\hline 2.0 & 1.8 \\\hline 2.4 & 1.5 \\\hline 1.9 & 1.9 \\\hline 1.4 & 3.2 \\\hline 1.8 & 1.3 \\\hline & 1.9 \\\hline & 1.6 \\\hline\end{array} We want to know if there is a significant difference in the relative abundance of the protein BPG0199 between men in the active stage and men in the inactive phase. Therefore, we test the following hypotheses:
?
H0: ?A= ?1 versus Ha: ?A? ?1
Which assumption must be TRUE for this test result to be correct?

A)The same individuals must be measured during an active phase and during an inactive phase.
B)The population standard deviations must be equal.
C)The sample standard deviations must be similar.
D)The population distributions must be roughly Normal.
سؤال
Which of the following procedures is NOT robust to non-Normality?

A)The one-sample t test
B)The t test for matched pairs
C)The two-sample t test
D)The F test for comparing two population standard deviations
سؤال
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups, each containing 30 patients. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Here are the published findings, expressed as "mean (standard deviation)":
 Herbal Supplement  Placebo  Start of study 101.58(75.39)98.50(66.92) End of study 47.11(27.85)78.87(60.65)\begin{array} { | l | l | l | } \hline & \text { Herbal Supplement } & \text { Placebo } \\\hline \text { Start of study } & 101.58 ( 75.39 ) & 98.50 ( 66.92 ) \\\hline \text { End of study } & 47.11 ( 27.85 ) & 78.87 ( 60.65 ) \\\hline\end{array} Is there evidence that urinary microalbumin differed significantly between the two groups at the start of the study? Based on the data, what is the absolute numerical value of the t statistic for the appropriate test?

A)0.17
B)0.87
C)1.54
D)3.08
سؤال
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups, each containing 30 patients. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Here are the published findings, expressed as "mean (standard deviation)":
?
 Herbal Supplement  Placebo  Start of study 101.58(75.39)98.50(66.92) End of study 47.11(27.85)78.87(60.65)\begin{array} { | l | l | l | } \hline & \text { Herbal Supplement } & \text { Placebo } \\\hline \text { Start of study } & 101.58 ( 75.39 ) & 98.50 ( 66.92 ) \\\hline \text { End of study } & 47.11 ( 27.85 ) & 78.87 ( 60.65 ) \\\hline\end{array} Using significance level ?= 0.05, do the data provide evidence that urinary microalbumin differed significantly between the two groups at the start of the study? [Note that the degrees of freedom is roughly 40 for this test.]

A)Yes, P < 0.05
B)Yes, P > 0.05
C)No, P < 0.05
D)No, P > 0.05
سؤال
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups, each containing 30 patients. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Here are the published findings, expressed as "mean (standard deviation)":
 Herbal Supplement  Placebo  Start of study 101.58(75.39)98.50(66.92) End of study 47.11(27.85)78.87(60.65)\begin{array} { | l | l | l | } \hline & \text { Herbal Supplement } & \text { Placebo } \\\hline \text { Start of study } & 101.58 ( 75.39 ) & 98.50 ( 66.92 ) \\\hline \text { End of study } & 47.11 ( 27.85 ) & 78.87 ( 60.65 ) \\\hline\end{array} Is there evidence that urinary microalbumin is significantly lower in the herbal group than in the placebo group at the end of the study? Based on the data, what is the absolute numerical value of the t statistic for the appropriate test?

A)0.53
B)1.06
C)2.61
D)3.71
سؤال
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups, each containing 30 patients. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Here are the published findings, expressed as "mean (standard deviation)":
?
 Herbal Supplement  Placebo  Start of study 101.58(75.39)98.50(66.92) End of study 47.11(27.85)78.87(60.65)\begin{array} { | l | l | l | } \hline & \text { Herbal Supplement } & \text { Placebo } \\\hline \text { Start of study } & 101.58 ( 75.39 ) & 98.50 ( 66.92 ) \\\hline \text { End of study } & 47.11 ( 27.85 ) & 78.87 ( 60.65 ) \\\hline\end{array} Using significance level ?= 0.05, do the data provide evidence that urinary microalbumin is significantly lower in the herbal group than in the placebo group at the end of the study? [Note that the degrees of freedom is roughly 40 for this test.]

A)Yes, P < 0.05
B)Yes, P > 0.05
C)No, P < 0.05
D)No, P > 0.05
سؤال
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups, each containing 30 patients. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Here are the published findings, expressed as "mean (standard deviation)":
?
 Herbal Supplement  Placebo  Start of study 101.58(75.39)98.50(66.92) End of study 47.11(27.85)78.87(60.65)\begin{array} { | l | l | l | } \hline & \text { Herbal Supplement } & \text { Placebo } \\\hline \text { Start of study } & 101.58 ( 75.39 ) & 98.50 ( 66.92 ) \\\hline \text { End of study } & 47.11 ( 27.85 ) & 78.87 ( 60.65 ) \\\hline\end{array} Given that the degrees of freedom for the appropriate t procedure is roughly 40, what is a 95% confidence interval for ?Herbal¯?Placebo at the end of the study?

A)-31.76 ± 12.31 mg/l
B)-31.76 ± 16.40 mg/l
C)-31.76 ± 24.61 mg/l
D)-31.76 ± 49.22 mg/l
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Deck 16: Comparing Two Means
1
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. The researchers wanted to see if, by the end of the study, urinary microalbumin was significantly lower in the herbal supplement group than in the placebo group. To answer this question, which hypothesis test should the researchers use?

A)A one-sample t test
B)A matched pairs t test
C)A two-sample t test
D)Any of the above are valid; it just needs to be a t test since σis unknown.
C
2
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. The researchers also wanted to see if urinary microalbumin was significantly lower after 12 weeks in the herbal supplement group. To answer this question, which hypothesis test should the researchers use?

A)A one-sample t test
B)A matched pairs t test
C)A two-sample t test
D)Any of the above are valid; it just needs to be a t test since σis unknown.
B
3
When are the two-Sample t procedures accurate?

A)When both populations are Normal and both sample sizes n1 and n2 are 5 or larger
B)When at least one of the populations is Normal and both sample sizes n1 and n2 are 5 or larger
C)When both populations are Normal and only one of sample sizes n1 and n2 is 5 or larger
D)When both populations are Normal and the combined sample size n1 + n2 is 5 or larger
A
4
A large P-value implies that H0 is necessarily true,
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5
Researchers are interested in whether the effects of DDT poisoning in rats are less extreme in males. An SRS of 100 male rats and an independent SRS of 100 female rats are obtained. The male rats had a sample mean of 39 and a sample standard deviation of 8. The female rats had a sample mean of 40 and a standard deviation of 10. Let μ1 represent the true mean response for the males and μ2 represent the true mean response of the females. Which hypothesis should be tested?

A)H0: μ1 = μ2 versus Ha: μ1 < μ2
B)H0: μDifference 1-2 = 0 versus Ha: μDifference 1-2 ≠ 0
C)H0: μ1 = 39 and μ2= 40 versus Ha: μ1 < 39 and μ2< 40
D)None of the above
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6
Researchers are interested in whether the effects of DDT poisoning in rats are less extreme in males. An SRS of 100 male rats and an independent SRS of 100 female rats are obtained. The male rats had a sample mean of 39 and a sample standard deviation of 8. The female rats had a sample mean of 40 and a standard deviation of 10. Let μ1 represent the true mean response for the males and μ2 represent the true mean response of the females. They test the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 < μ2
The numerical value of the t statistic = .078 and the P-value = 0.22. What should we conclude?

A)Reject the null hypothesis at significance level alpha 5%
B)Fail to reject the null hypothesis at significance level alpha 5%
C)Reject the alternative hypothesis at significance level alpha 5%
D)Fail to reject the alternative hypothesis at significance level alpha 5%
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7
Researchers are interested in whether the effects of DDT poisoning in rats are less extreme in males. An SRS of 100 male rats and an independent SRS of 100 female rats are obtained. The male rats had a sample mean of 39 and a sample standard deviation of 8. The female rats had a sample mean of 40 and a standard deviation of 10. Let μ1 represent the true mean response for the males and μ2 represent the true mean response of the females. A 95% confidence interval for the difference in true mean response μ1 - μ2 is found to be ( _ 3.53, 1.53). What can we conclude?

A)Reject the null hypothesis at significance level alpha 5%
B)Fail to reject the null hypothesis at significance level alpha 5%
C)Reject the alternative hypothesis at significance level alpha 5%
D)Fail to reject the alternative hypothesis at significance level alpha 5%
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8
Researchers examined the bill color (in hue degree) of male and female zebra finches. Here are some summary statistics from the study:
 Sex n Mean  Standard Deviation  Males 592.911.46 Females 607.422.48\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Deviation } \\\hline \text { Males } & 59 & 2.91 & 1.46 \\\hline \text { Females } & 60 & 7.42 & 2.48 \\\hline\end{array} We wish to address the question, How different are male and female zebra finches in bill color? What is the margin of error for a 95% confidence interval for the difference in mean bill color ?F-?M (in hue degree)?

A)1.40
B)1.02
C)0.83
D)0.74
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9
Researchers examined the bill color (in hue degree) of male and female zebra finches. Here are some summary statistics from the study:
 Sex n Mean  Standard Error  Males 592.910.19 Females 607.420.32\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Error } \\\hline \text { Males } & 59 & 2.91 & 0.19 \\\hline \text { Females } & 60 & 7.42 & 0.32 \\\hline\end{array} We wish to address the question, How different are male and female zebra finches in bill color? What is a 95% confidence interval for the difference in mean bill color ?F-?M (in hue degree)?

A)4.41 to 4.61
B)3.77 to 5.25
C)3.23 to 5.79
D)1.20 to 10.22
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10
Researchers examined the bill color (in hue degree) of male and female zebra finches. Here are the summary statistics from the study:
 Sex n Mean  Standard Error  Males 592.910.19 Females 607.420.32\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Error } \\\hline \text { Males } & 59 & 2.91 & 0.19 \\\hline \text { Females } & 60 & 7.42 & 0.32 \\\hline\end{array} We are interested in testing the following hypotheses:
H0: ?M=?F versus ?M??F
What can we conclude from the 95% confidence interval for the difference in mean bill color ?F-?M (in hue degree)?

A)Reject the null hypothesis at significance level alpha 5%
B)Fail to reject the null hypothesis at significance level alpha 5%
C)Reject the alternative hypothesis at significance level alpha 5%
D)Fail to reject the alternative hypothesis at significance level alpha 5%
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11
Researchers measured the amount of plasma carotenoids (in micrograms per milliliter) of male and female zebra finches. Here are the summary statistics from the study:
 Sex n Mean  Standard Error  Males 5031.771.85 Females 5229.742.02\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Error } \\\hline \text { Males } & 50 & 31.77 & 1.85 \\\hline \text { Females } & 52 & 29.74 & 2.02 \\\hline\end{array} Do male and female zebra finches differ in their plasma carotenoid levels? To answer this question, the researchers tested the following hypotheses:
?
H0: ?M=?F versus ?M??F
What is the numerical value of the two-sample t statistic?

A)0.46
B)0.74
C)3.41
D)5.30
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12
Researchers measured the amount of plasma carotenoids (in micrograms per milliliter) of male and female zebra finches. Here are the summary statistics from the study:
 Sex n Mean  Standard Error  Males 5031.771.85 Females 5229.742.02\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Error } \\\hline \text { Males } & 50 & 31.77 & 1.85 \\\hline \text { Females } & 52 & 29.74 & 2.02 \\\hline\end{array} Do male and female zebra finches differ in their plasma carotenoid levels? To answer this question, the researchers tested the following hypotheses:
?
H0: ?M=?F versus ?M??F
What is the P-value for the test?

A)Greater than 0.10
B)Between 0.10 and 0.05
C)Between 0.05 and 0.01
D)Less than 0.01
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13
Researchers measured the amount of plasma carotenoids (in micrograms per milliliter) of male and female zebra finches. Here are the summary statistics from the study:
 Sex n Mean  Standard Error  Males 5031.771.85 Females 5229.742.02\begin{array} { | l | l | l | l | } \hline \text { Sex } & \boldsymbol { n } & \text { Mean } & \text { Standard Error } \\\hline \text { Males } & 50 & 31.77 & 1.85 \\\hline \text { Females } & 52 & 29.74 & 2.02 \\\hline\end{array} Do male and female zebra finches differ in their plasma carotenoid levels? To answer this question, the researchers tested the following hypotheses:
?
H0: ?M=?F versus ?M??F
What can we conclude at significance level 5%?

A)Reject the alternative hypothesis
B)Fail to reject the alternative hypothesis
C)Reject the null hypothesis
D)Fail to reject the null hypothesis
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14
What is the rationale for avoiding the pooled procedures for inference?

A)Testing for the equality of variances is an unreliable procedure that is not robust.
B)The two-sample t, or "unequal variances procedure," is valid regardless of whether the two variances are actually unequal.
C)The two-sample t, or "unequal variances procedure," is almost always more accurate than the pooled procedure.
D)All of these options are correct.
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15
A new diet has been developed for raising beef cows. Two random samples of size 9 are independently selected, and one is given the standard diet while the other is given the new diet. After 18 weeks, the weight gain was measured for each cow. It was found that x̄1= 30 with S1= 8 and x̄2= 26 with S2= 6. Let μ1 and μ2 represent the mean weight gains we would observe for the entire population of beef cows when on, respectively, a new diet and a standard diet. Assume that two-sample t procedures are safe to use. Suppose the researcher had wished to test the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 > μ2
What is the numerical value of the two-sample t statistic for this test?

A)0.36
B)1.20
C)2.57
D)4.00
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16
A new diet has been developed for raising beef cows. Two random samples of size 9 are independently selected, and one is given the standard diet while the other is given the new diet. After 18 weeks, the weight gain was measured for each cow. It was found that x̄1= 30 with S1= 8 and x̄2= 26 with S2= 6. Let μ1 and μ2 represent the mean weight gains we would observe for the entire population of beef cows when on, respectively, a new diet and a standard diet. Assume that two-sample t procedures are safe to use. Suppose the researcher had wished to test the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 > μ2
What is the P-value for the test of these hypotheses?

A)Greater than 0.10
B)Between 0.10 and 0.05
C)Between 0.05 and 0.01
D)Less than 0.01
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17
A new diet has been developed for raising beef cows. Two random samples of size 9 are independently selected, and one is given the standard diet while the other is given the new diet. After 18 weeks, the weight gain was measured for each cow. It was found that x̄1= 30 with S1= 8 and x̄2= 26 with S2= 6. Let μ1 and μ2 represent the mean weight gains we would observe for the entire population of beef cows when on, respectively, a new diet and a standard diet. Assume that two-sample t procedures are safe to use. About which of the following characteristics would it have been most important that the researchers be blind during the experiment?

A)Whether the cows were male or female
B)The purpose of the research
C)The initial weight of the cows
D)Which diet the cows received
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18
A new diet has been developed for raising beef cows. Two random samples of size 9 are independently selected, and one is given the standard diet while the other is given the new diet. After 18 weeks, the weight gain was measured for each cow. It was found that x̄1= 30 with S1= 8 and x̄2= 26 with S2= 6. Let μ1 and μ2 represent the mean weight gains we would observe for the entire population of beef cows when on, respectively, a new diet and a standard diet. Assume that two-sample t procedures are safe to use. To which value are the degrees of freedom for these t procedures closest?

A)14
B)12
C)9
D)8
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19
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. What is a 95% confidence interval for μ1 - μ2 based on these data?

A)2 ± 0.50 m
B)2 ± 0.84 m
C)2 ± 0.99 m
D)2 ± 1.34 m
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20
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. The researcher tests the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 ≠ μ2
What is the numerical value of the two-sample t statistic testing these hypotheses?

A)2.00
B)3.00
C)4.00
D)8.00
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21
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. The researcher tests the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 ≠ μ2
What is the P-value for the test of these hypotheses?

A)Greater than 0.10
B)Between 0.10 and 0.05
C)Between 0.05 and 0.01
D)Less than 0.01
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22
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. To which value are the degrees of freedom for these t procedures closest?

A)99
B)98
C)60
D)50
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23
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. The researcher tests the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 ≠ μ2
The 90% confidence interval is 2 ± 0.83 meters. What conclusion can we state based on this confidence interval?

A)We would reject the null hypothesis of no difference at the 0.10 level.
B)The P-value is less than 0.10.
C)Neither A nor B is correct.
D)Both A and B are correct.
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24
The circumference of a species of tree was thought to be different depending on certain geographical factors. An SRS of 60 trees of this species is selected in Sequoyah National Forest, where it is found that x̄1= 6 meters with a standard deviation S1= 3 meters. A second SRS of size 40 trees of the same species is independently selected in Yellowstone National Forest, and it is found that x̄2= 4 meters with a standard deviation S2= 2 meters. Let μ1 and μ2 represent, respectively, the true mean circumferences of this species of tree. Assume the two-sample t procedures are safe to use. The researcher tests the following hypotheses:
H0: μ1 = μ2 versus Ha: μ1 ≠ μ2
Which of the following statements is the correct interpretation for 99% confidence interval?

A)There is a 95% chance that the difference in population means is between 0.69 and
3.31 meters.
B)There is a 95% chance that a randomly selected individual from this population would have a
Response between 0.69 and 3.31 meters.
C)We are 95% confident that the difference in sample means is between 0.69 and 3.31
Meters.
D)We are 95% confident that the difference in population means is between 0.69 and 3.31 meters.
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25
A study examined the effect of protein consumption on weight gain in rats. Investigators obtained 14 female rats and randomly assigned 7 of them to a low-protein diet and the other 7 to a high-protein diet. After 60 days, the weight gained by each rat was recorded (in grams). Here are the summary findings, displayed as "mean (standard deviation)":
 Low-Protein Diet High-Protein Diet101.3(20.6)127.5(21.1)\begin{array}{l}\begin{array} { l l } \text { Low-Protein Diet}&\text { High-Protein Diet}\\101.3(20.6)&127.5(21.1)\end{array}\end{array} Researchers want to know if the amount of protein in the rats' diet significantly affects their weight gain. What are the corresponding null and alternative hypotheses?

A)H0: ?High = ?Low versus Ha: ?High > ?Low
B)H0: ?High = ?Low versus Ha: ?High ? ?Low
C)H0: ?High 127.5 and ?low = 101.3 versus Ha: ?High > ?Low
D)H0: ?High = ?Low versus Ha: ?High 127.5 and ?Low = 101.3
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26
A study examined the effect of protein consumption on weight gain in rats. Investigators obtained 14 female rats and randomly assigned 7 of them to a low-protein diet and the other 7 in a high-protein diet. After 60 days, the weight gained by each rat was recorded (in grams). Here are the summary findings, displayed as "mean (standard deviation)":
 Low-Protein Diet High-Protein Diet101.3(20.6)127.5(21.1)\begin{array}{l}\begin{array} { l l } \text { Low-Protein Diet}&\text { High-Protein Diet}\\101.3(20.6)&127.5(21.1)\end{array}\end{array} Researchers want to know if the amount of protein in the rats' diet significantly affects their weight gain. Based on the data, what is the absolute numerical value of t statistic for the appropriate test?

A)1.25
B)2.35
C)6.04
D)13.10
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27
A study examined the effect of protein consumption on weight gain in rats. Investigators obtained 14 female rats and randomly assigned 7 of them to a low-protein diet and the other 7 in a high-protein diet. After 60 days, the weight gained by each rat was recorded (in grams). Here are the summary findings, displayed as "mean (standard deviation)":
 Low-Protein Diet High-Protein Diet101.3(20.6)127.5(21.1)\begin{array}{l}\begin{array} { l l } \text { Low-Protein Diet}&\text { High-Protein Diet}\\101.3(20.6)&127.5(21.1)\end{array}\end{array} Researchers want to know if the amount of protein in the rats' diet significantly affects their weight gain.
What should they conclude at significance level 5%?

A)Reject the alternative hypothesis
B)Fail to reject the alternative hypothesis
C)Reject the null hypothesis
D)Fail to reject the null hypothesis
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28
A study examined the effect of protein consumption on weight gain in rats. Investigators obtained 14 female rats and randomly assigned 7 of them to a low-protein diet and the other 7 in a high-protein diet. After 60 days, the weight gained by each rat was recorded (in grams). Here are the summary findings, displayed as "mean (standard deviation)":
 Low-Protein Diet High-Protein Diet101.3(20.6)127.5(21.1)\begin{array}{l}\begin{array} { l l } \text { Low-Protein Diet}&\text { High-Protein Diet}\\101.3(20.6)&127.5(21.1)\end{array}\end{array} Given that the degrees of freedom for the appropriate t procedure is approximately 12, what is a 95% confidence interval for ?High - ?Low?

A)1.9 to 50.5 grams
B)15.1 to 37.3 grams
C)20.6 to 21.1 grams
D)101.3 to 127.5 grams
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29
A study examined the effect of protein consumption on weight gain in rats. Investigators obtained 14 female rats and randomly assigned 7 of them to a low-protein diet and the other 7 in a high-protein diet. After 60 days, the weight gained by each rat was recorded (in grams). Here are the summary findings, displayed as "mean (standard deviation)":
 Low-Protein Diet High-Protein Diet101.3(20.6)127.5(21.1)\begin{array}{l}\begin{array} { l l } \text { Low-Protein Diet}&\text { High-Protein Diet}\\101.3(20.6)&127.5(21.1)\end{array}\end{array} Which of the following statements would lead us to believe that the t procedures were NOT safe to use here?

A)The experiment was not double-blinded.
B)The distributions of the data were skewed or had outliers.
C)The population standard deviations were not known.
D)The t procedures are always safe to use in a randomized experiment.
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30
Some chronic conditions produce episodes of severe flare-ups ("active" stage) between healthy periods ("inactive" stage). The active stage often necessitates immediate medical treatment. Researchers looked for biomarkers that might help identify these active stages. Here are data on the relative abundance of the protein BPG0235 in two independent random samples of men with the same chronic condition, 7 men in the active phase and 9 men in the inactive phase:
 Active  Inactive 1.01.11.00.91.00.51.20.91.21.01.31.01.00.80.71.1\begin{array} { | l | l | } \hline \text { Active } & \text { Inactive } \\\hline 1.0 & 1.1 \\\hline 1.0 & 0.9 \\\hline 1.0 & 0.5 \\\hline 1.2 & 0.9 \\\hline 1.2 & 1.0 \\\hline 1.3 & 1.0 \\\hline 1.0 & 0.8 \\\hline & 0.7 \\\hline & 1.1 \\\hline\end{array} We want to know if there is a significant difference in the relative abundance of the protein BPG0235 between men in the active stage and men in the inactive phase. Therefore, we test the following hypotheses:
?
H0: ?A= ?1 versus Ha: ?A? ?1
What is the absolute numerical value of the two-sample t statistic?

A)13.7
B)0.22
C)3.41
D)2.58
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31
Some chronic conditions produce episodes of severe flare-ups ("active" stage) between healthy periods ("inactive" stage). The active stage often necessitates immediate medical treatment. Researchers looked for biomarkers that might help identify these active stages. Here are data on the relative abundance of the protein BPG0235 in two independent random samples of men with the same chronic condition, 7 men in the active phase and 9 men in the inactive phase:
 Active  Inactive 1.01.11.00.91.00.51.20.91.21.01.31.01.00.80.71.1\begin{array} { | l | l | } \hline \text { Active } & \text { Inactive } \\\hline 1.0 & 1.1 \\\hline 1.0 & 0.9 \\\hline 1.0 & 0.5 \\\hline 1.2 & 0.9 \\\hline 1.2 & 1.0 \\\hline 1.3 & 1.0 \\\hline 1.0 & 0.8 \\\hline & 0.7 \\\hline & 1.1 \\\hline\end{array} We want to know if there is a significant difference in the relative abundance of the protein BPG0235 between men in the active stage and men in the inactive phase. Therefore, we test the following hypotheses:
?
H0: ?A= ?1 versus Ha: ?A? ?1
What is the closest value to the P-value for the test?

A)9%
B)2%
C)1%
D)0.01%
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32
Some chronic conditions produce episodes of severe flare-ups ("active" stage) between healthy periods ("inactive" stage). The active stage often necessitates immediate medical treatment. Researchers looked for biomarkers that might help identify these active stages. Here are data on the relative abundance of the protein BPG0235 in two independent random samples of men with the same chronic condition, 7 men in the active phase and 9 men in the inactive phase:
 Active  Inactive 1.01.11.00.91.00.51.20.91.21.01.31.01.00.80.71.1\begin{array} { | l | l | } \hline \text { Active } & \text { Inactive } \\\hline 1.0 & 1.1 \\\hline 1.0 & 0.9 \\\hline 1.0 & 0.5 \\\hline 1.2 & 0.9 \\\hline 1.2 & 1.0 \\\hline 1.3 & 1.0 \\\hline 1.0 & 0.8 \\\hline & 0.7 \\\hline & 1.1 \\\hline\end{array} We want to know if there is a significant difference in the relative abundance of the protein BPG0235 between men in the active stage and men in the inactive phase. Therefore, we test the following hypotheses:
?
H0: ?A= ?1 versus Ha: ?A? ?1
Which assumption must be true for the test results to be correct?

A)The population distributions must be roughly Normal.
B)The sample standard deviations must be similar.
C)The population standard deviations must be equal.
D)The same individuals must be measured during an active phase and during an inactive phase.
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33
Some chronic conditions produce episodes of severe flare-ups ("active" stage) between healthy periods ("inactive" stage). The active stage often necessitates immediate medical treatment. Researchers looked for biomarkers that might help identify these active stages. Here are data on the relative abundance of the protein BPG0199 in two independent random samples of men with the same chronic condition, 7 men in the active phase and 9 men in the inactive phase:
 Active  Inactive 2.61.22.72.12.01.82.41.51.91.91.43.21.81.31.91.6\begin{array} { | l | l | } \hline \text { Active } & \text { Inactive } \\\hline 2.6 & 1.2 \\\hline 2.7 & 2.1 \\\hline 2.0 & 1.8 \\\hline 2.4 & 1.5 \\\hline 1.9 & 1.9 \\\hline 1.4 & 3.2 \\\hline 1.8 & 1.3 \\\hline & 1.9 \\\hline & 1.6 \\\hline\end{array} We want to know if there is a significant difference in the relative abundance of the protein BPG0199 between men in the active stage and men in the inactive phase. Therefore, we test the following hypotheses:
?
H0: ?A= ?1 versus Ha: ?A? ?1
The test degrees of freedom is roughly 13. Which value is the P-value for the test closest to?

A)0.001
B)0.03
C)0.1
D)0.3
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34
Some chronic conditions produce episodes of severe flare-ups ("active" stage) between healthy periods ("inactive" stage). The active stage often necessitates immediate medical treatment. Researchers looked for biomarkers that might help identify these active stages. Here are data on the relative abundance of the protein BPG0199 in two independent random samples of men with the same chronic condition, 7 men in the active phase and 9 men in the inactive phase:
 Active  Inactive 2.61.22.72.12.01.82.41.51.91.91.43.21.81.31.91.6\begin{array} { | l | l | } \hline \text { Active } & \text { Inactive } \\\hline 2.6 & 1.2 \\\hline 2.7 & 2.1 \\\hline 2.0 & 1.8 \\\hline 2.4 & 1.5 \\\hline 1.9 & 1.9 \\\hline 1.4 & 3.2 \\\hline 1.8 & 1.3 \\\hline & 1.9 \\\hline & 1.6 \\\hline\end{array} We want to know if there is a significant difference in the relative abundance of the protein BPG0199 between men in the active stage and men in the inactive phase. Therefore, we test the following hypotheses:
?
H0: ?A= ?1 versus Ha: ?A? ?1
Which assumption must be TRUE for this test result to be correct?

A)The same individuals must be measured during an active phase and during an inactive phase.
B)The population standard deviations must be equal.
C)The sample standard deviations must be similar.
D)The population distributions must be roughly Normal.
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Which of the following procedures is NOT robust to non-Normality?

A)The one-sample t test
B)The t test for matched pairs
C)The two-sample t test
D)The F test for comparing two population standard deviations
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36
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups, each containing 30 patients. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Here are the published findings, expressed as "mean (standard deviation)":
 Herbal Supplement  Placebo  Start of study 101.58(75.39)98.50(66.92) End of study 47.11(27.85)78.87(60.65)\begin{array} { | l | l | l | } \hline & \text { Herbal Supplement } & \text { Placebo } \\\hline \text { Start of study } & 101.58 ( 75.39 ) & 98.50 ( 66.92 ) \\\hline \text { End of study } & 47.11 ( 27.85 ) & 78.87 ( 60.65 ) \\\hline\end{array} Is there evidence that urinary microalbumin differed significantly between the two groups at the start of the study? Based on the data, what is the absolute numerical value of the t statistic for the appropriate test?

A)0.17
B)0.87
C)1.54
D)3.08
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37
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups, each containing 30 patients. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Here are the published findings, expressed as "mean (standard deviation)":
?
 Herbal Supplement  Placebo  Start of study 101.58(75.39)98.50(66.92) End of study 47.11(27.85)78.87(60.65)\begin{array} { | l | l | l | } \hline & \text { Herbal Supplement } & \text { Placebo } \\\hline \text { Start of study } & 101.58 ( 75.39 ) & 98.50 ( 66.92 ) \\\hline \text { End of study } & 47.11 ( 27.85 ) & 78.87 ( 60.65 ) \\\hline\end{array} Using significance level ?= 0.05, do the data provide evidence that urinary microalbumin differed significantly between the two groups at the start of the study? [Note that the degrees of freedom is roughly 40 for this test.]

A)Yes, P < 0.05
B)Yes, P > 0.05
C)No, P < 0.05
D)No, P > 0.05
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38
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups, each containing 30 patients. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Here are the published findings, expressed as "mean (standard deviation)":
 Herbal Supplement  Placebo  Start of study 101.58(75.39)98.50(66.92) End of study 47.11(27.85)78.87(60.65)\begin{array} { | l | l | l | } \hline & \text { Herbal Supplement } & \text { Placebo } \\\hline \text { Start of study } & 101.58 ( 75.39 ) & 98.50 ( 66.92 ) \\\hline \text { End of study } & 47.11 ( 27.85 ) & 78.87 ( 60.65 ) \\\hline\end{array} Is there evidence that urinary microalbumin is significantly lower in the herbal group than in the placebo group at the end of the study? Based on the data, what is the absolute numerical value of the t statistic for the appropriate test?

A)0.53
B)1.06
C)2.61
D)3.71
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39
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups, each containing 30 patients. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Here are the published findings, expressed as "mean (standard deviation)":
?
 Herbal Supplement  Placebo  Start of study 101.58(75.39)98.50(66.92) End of study 47.11(27.85)78.87(60.65)\begin{array} { | l | l | l | } \hline & \text { Herbal Supplement } & \text { Placebo } \\\hline \text { Start of study } & 101.58 ( 75.39 ) & 98.50 ( 66.92 ) \\\hline \text { End of study } & 47.11 ( 27.85 ) & 78.87 ( 60.65 ) \\\hline\end{array} Using significance level ?= 0.05, do the data provide evidence that urinary microalbumin is significantly lower in the herbal group than in the placebo group at the end of the study? [Note that the degrees of freedom is roughly 40 for this test.]

A)Yes, P < 0.05
B)Yes, P > 0.05
C)No, P < 0.05
D)No, P > 0.05
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40
A study randomly assigned 60 adults diagnosed with metabolic syndrome to two groups, each containing 30 patients. One group was given daily tablets containing the Chinese herbal supplement Yiqi Huaju Qingli, while the other group was given daily placebo tablets. All 60 patients maintained their standard medical treatment throughout the 12 weeks of the study. Urinary microalbumin is a key factor in metabolic syndrome and an early sign of diabetic nephropathy. Urinary microalbumin (in mg/l) was assessed for all participants at the beginning and at the end of the study. Here are the published findings, expressed as "mean (standard deviation)":
?
 Herbal Supplement  Placebo  Start of study 101.58(75.39)98.50(66.92) End of study 47.11(27.85)78.87(60.65)\begin{array} { | l | l | l | } \hline & \text { Herbal Supplement } & \text { Placebo } \\\hline \text { Start of study } & 101.58 ( 75.39 ) & 98.50 ( 66.92 ) \\\hline \text { End of study } & 47.11 ( 27.85 ) & 78.87 ( 60.65 ) \\\hline\end{array} Given that the degrees of freedom for the appropriate t procedure is roughly 40, what is a 95% confidence interval for ?Herbal¯?Placebo at the end of the study?

A)-31.76 ± 12.31 mg/l
B)-31.76 ± 16.40 mg/l
C)-31.76 ± 24.61 mg/l
D)-31.76 ± 49.22 mg/l
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