What hypothesis test is appropriate

Assignment Help Advanced Statistics
Reference no: EM131474543

Please provide the answer to the questions

Complete the following questions by the due date. The total possible points to be earned is 80. The final is worth 30% of your overall final course grade.

A pilot study to evaluate the serum alpha tocopherol levels (serum vitamin E) was conducted to evaluate the toxicity among 14 people who regularly take vitamin-E supplements. The vitamin E levels for the 15 participants are listed below. If the level of alpha tocopherol in the general population 860 μg/dL, conduct a hypothesis test to determine if those who take supplements have significantly different levels of serum alpha tocopherol with alpha = 5% and the sample standard deviation is 472.57 μg/dL.

690   2010   1350   780   1505   1235   810   1990   1105   655   1010   1570   980   1005  1150

1. What hypothesis test is appropriate to answer this research question?
a. One-sample t test
b. One-sample Z Test
c. Matched t Test
d. Chi-Square test for association/independence

2. What is the alternative hypothesis?
a. There is no significant difference in serum alpha tocopherol levels.
b. Those who take vitamin-E supplements have significantly different alpha tocopherol levels.
c. Those who take vitamin-E supplements have significantly greater alpha tocopherol levels.
d. Those who take vitamin-E supplements have significantly lower alpha tocopherol levels.

3. What is the critical value? a. ±1.96
b. +1.7613
c. +1.645
d. ±2.1448

4. What is the sample mean? a. 1190
b. 1275
c. 860
d. 472.57

5. What is the test statistic rounding to two decimal places?

a. 3.12
b. 2.70
c. 2.41
d. 1.59

6. True or False: Fail to reject H0 as the test statistic does not fall within the rejection region.

7. Suppose the investigator of the pilot study wants to expand to a larger study to make sure 80% power is achieved. What sample size is needed to detect a difference in means of 75 given the standard deviation of 472.57?

8. What sample size is needed to ensure adequate power based on question 7 if it is suspected there will be 15% attrition?

Suppose we have data on daily vitamin E intake (IU/day) from 16 different people on four different diets: Raw Food, Vegetarian, Vegan, and Mediterranean. Conduct an ANOVA to determine if there is a significant difference in vitamin E intake among the 4 different groups and conduct this test with alpha = 0.05. Note that X‾ = 6.95, X‾Raw = 7.4, X‾vegetarian = 4.7, X‾vegan = 8.8, X‾Mediterranean = 6.9,
SSE = 91.54, & MSB = 11.59.

Raw Food

Vegetarian

Vegan

Mediterranean

7.1

5.2

4.8

5.4

6.9

4.5

15.2

6.2

7.4

3.3

6.4

4.9

8.2

5.8

8.8

11.1

9. True or False: HA: Vitamin E intake for Raw Food diet > Vegetarian diet > Vegan diet > Mediterranean diet

10. What are the dfbetween?
a. 3
b. 4
c. 11
d. 12

11. What are the dferror?
a. 12
b. 13
c. 14
d. 15

12. What is the critical value? a. +1.96
b. +3.24
c. +3.49
d. +1.64

Complete the table below.

 

SS

df

MS

F

Between

 

 

11.59

 

Error

91.54

 

 

 

Total

 

 

 

 

13. What is SSbetween?
a. 3.86
b. 46.36
c. 34.77
d. 139.08

14. What is MSError?
a. 8.32
b. 7.63
c. 1098.48
d. 6.10

15. What is the F test statistic? a. 1.02
b. 3.6
c. 2.5
d. 1.52

16. True or False: Reject the null hypothesis as the test statistic is greater than the critical value.

Patients with heart failure, diabetes, cancer, and lung disease who have various infections from gram negative organisms often receive aminoglycosides. One of the side effects of aminoglycosides is nephrotoxicity (possible damage to the kidney). A study was performed comparing the nephrotoxicity (rise in serum creatinine of at least 0.5 mg/dL) for the aminoglycoside gentamicin. The following results were obtained:

 

Rise in serum creatinine (≥ 0.5)

No rise in serum creatinine (< 0.5)

Gentamicin (G)

34

82

No Gentamicin (G)

15

53

Test the hypotheses that there is a significant relationship between gentamicin and nephrotoxicity using a chi-square test with alpha = 5%.

17. What is the alternative hypothesis?
a. There is no association between gentamicin and nephrotoxicity
b. There is an association between gentamicin and nephrotoxicity

c. Those who take gentamicin have greater serum creatinine levels
d. Those who take gentamicin have lower serum creatinine levels

18. What is the critical value? a. +1.96
b. +1.7959
c. +1.645
d. +3.84

19. What is the expected value of those who take gentamicin and have a rise in serum creatinine? Round to two decimal places.
a. 30.89
b. 23.67
c. 18.11
d. 97.62

20. What is the expected value of those who take gentamicin and have no rise in serum creatinine? Round to two decimal places.
a. 49.89
b. 74.45
c. 85.11
d. 32.23

21. What is the expected value of those who do not take gentamicin and have a rise in serum creatinine? Round to two decimal places.
a. 23.67
b. 18.11
c. 30.89
d. 57.85

22. What is the expected value of those who do not take gentamicin and have no rise in serum creatinine? Round to two decimal places.
a. 18.11
b. 97.62
c. 30.89
d. 49.89

23. What is the test statistic? Round to two decimal places. a. 2.24
b. 0.76
c. 1.15
d. 3.10

24. True or False: There is a significant association between gentamicin and nephrotoxicity.

25. What is the relative risk (RR) of having a rise in serum creatinine levels given a patient received gentamicin compared to not receiving gentamicin?
a. 1.47
b. 2.32
c. 1.32

d. 2.47

Suppose sex is suspected to be a confounder and the breakdown of gentamicin vs. creatinine levels are given below.

Male

Rise in serum creatinine (≥ 0.5)

No rise in serum creatinine (< 0.5)

Gentamicin (G)

10

26

No Gentamicin (G)

5

29

Female

Rise in serum creatinine (≥ 0.5)

No rise in serum creatinine (< 0.5)

Gentamicin (G)

24

56

No Gentamicin (G)

10

24

26. What is the RRCMH? a. 1.32
b. 1.25
c. 0.98
d. 1.87

27. True or False: Comparing RRCrude (from Q25) to RRCMH, sex does not appear to be a confounder.

The table gives the age and left ventricular ejection fraction for 10 patients with acute dilated cardiomyopathy. The mean age is 40.8 (s = 18.27), the mean LVEF is 0.25 (s = 0.09) and Σ(x - x‾)(y - y‾) = 5.24.

Patient Number

Age x

Left ventricular ejection fraction (LVEF), y

1

35

0.17

2

28

0.24

3

25

0.17

4

75

0.40

5

42

0.40

6

19

0.23

7

54

0.20

8

35

0.20

9

30

0.30

10

65

0.19

28. Calculate the sample correlation coefficient rounding to two decimal places (round all intermediate calculations to 4 decimal places).
a. 0.21
b. 0.35
c. 0.78
d. 0.96

29. The correlation between age and LVEF is
a. strong positive
b. moderately strong positive
c. moderately strong inverse
d. weak positive

30. What is the slope of the corresponding regression line (i.e. b1)? Round to 4 decimal places. a. 101.5
b. 0.0602
c. 0.0017
d. 1.3578

31. What is the y-intercept of the corresponding regression line (i.e. b0)? Round to 2 decimal places. a. 0.18
b. 0.57
c. 1.23
d. 0.94

32. Given a 30 year-old patient with acute dilated cardiomyopathy, what is their predicted left ventricular ejection fraction? Round to 3 decimal places.
a. 0.400
b. 0.231
c. 0.170
d. 0.192

Suppose the investigator established the regression line that also includes race:

y = 0.141 + 0.045xBlack = 1, White = 0 + 0.002xage

33. What is the predicted left ventricular ejection fraction for a black 30 year-old patient with acute dilated cardiomyopathy?
a. 0.201
b. 0.188
c. 0.141
d. 0.246

An experiment was conducted to study responses to different methods of taking insulin in patients with type I diabetes. The percentages of glycosolated hemoglobin initially and 3 months after taking insulin by nasal spray are given in the table below.

Patient Number

Before

3 Months After

1

12

10.2

2

7.7

7.9

3

5.9

6.6

4

9.5

10.4

5

7.6

8.8

6

8.6

9

7

11

9.5

8

6.9

7.7

Conduct a two-sided Wilcoxon Sign Rank Test with alpha = 5% to determine if there is a significant difference in glycosolated hemoglobin after taking insulin by nasal spray. Note: Conduct your subtraction by Before - 3 Months After.

34. What is the critical value?
a. 0
b. 2
c. 4
d. 6

35. What is the sum of the positive ranks (i.e. W+)?
a. 36
b. 15
c. 24
d. 21

36. What is the sum of the absolute value of negative ranks (i.e. W-)?
a. 36
b. 15
c. 24
d. 21

37. What is the test statistic?
a. 36
b. 15
c. 24
d. 21

38. True or False: There is no significant difference in glycosolated hemoglobin in patients 3 months after taking insulin by nasal spray.

39. The ANOVA Post Hoc Analyses article discusses the liberality of the variety of the post hoc tests once a significant difference has been found after conducting an ANOVA. What does being a "liberal" test mean?
a. Likely to result in a Type II error
b. Lower power is adequate to conduct the post hoc
c. Likely to result in a Type I error
d. Smaller sample size is adequate to conduct the post hoc

40. What post hoc analysis mentioned in the paper is the most liberal?
a. Tukey-Kramer HSD
b. Fisher PLSD
c. Scheffe
d. SNK

Verified Expert

The assignment contains multiple choice questions. The total 40 multiple questions are there. The concepts of anova and regression are used. Chi square test is.also used to help find association between variables. Morever, the calculation of sample size is also included in the assignment.

Reference no: EM131474543

Questions Cloud

Design a priority encoder with eight inputs : Design a priority encoder with eight inputs. The 3-bit output of the encoder indicates the number of the highest priority input that is active.
Research information related to governmental agency : Choose any governmental (federal, state, or local) program (Social Security Administration, Department of Defense, Federal Aviation Administration, Department.
How did he justify his continued abuse of the painkillers : Why was it so easy for Roy to become addicted to the prescription drugs, and how did he justify his continued abuse of the painkillers?
List the micro operations of each block in the diagram : What is the maximum number of I/O ports that can be implemented using MC68230s on a system bus with 16 address lines?
What hypothesis test is appropriate : What hypothesis test is appropriate to answer this research question - What is the expected value of those who take gentamicin and have a rise in serum creatinine?
Provide a mud map of a possible redesign of the dark : Provide a "mud map" of a possible redesign of the Dark and Yummy website with showing features, rough costing of development
Define the bcd value on its low-order bits : Design an 8-bit input port and an output port using MC68230 for the MC68000. The input port receives a 4-bit BCD value on its low-order bits, and the output.
What was the education without walls movement : What was the "education without walls" movement? How did it influence the beginnings of SCI-Arc? Why was he critical of all the new "-isms"?
Explain how example would help overcome client resistance : Provide a minimum of two examples or illustrations to support the techniques you provided in your response. Explain how the examples would help overcome client.

Reviews

Write a Review

Advanced Statistics Questions & Answers

  Explain the importance of forecasting for managers

Briefly explain the importance of forecasting for managers?

  Component of operations research

What are the component of operations research

  Decision tree-profit and probability

James Middleton is considering the potential for success in a side business by opening a bicycle store in a local mall complex. The proposed store would cater to a growing trend in cycling with bicycle sales, parts and add-on equipment sales, rent..

  Question regarding statistical sampling

What are some benefits of an auditor using statistical sampling? What are some examples of statistical sampling? Does anyone have any experience they are willing to share with the class on statistical sampling?

  Purpose of adding asset with negative-low positive beta

The purpose of adding an asset with a negative or low positive beta is to:

  Computing desired probability values

Calculate the probability that the project will be completed in 38 weeks. Calculate the probability that the project will be completed in 42 weeks.

  What is the parameter we are conducting inference on

Construct a 96% confidence interval for the above data. Interpret the confidence interval as we learned in class. Show your work using the formulas.

  Business research report proposal final research proposal

business research report proposal final research proposal the final research proposal will consist of the following

  What is the multifactor productivity performance

What is the multifactor productivity performance for a course at ABC University and How many automobiles are needed to be produced over the next two years to make the robotic system an attractive investment?

  Determine necessary control limits - quality and performance

Design the appropriate control chart - based on your chart and the data from the last 3 weeks, what can you conclude about the absenteeism of nurses' aides

  What conclusions can be drawn from the f-ratios

What conclusions can be drawn from the F-ratios and what is the effect size, and what does this mean

  Solve the linear model

o This is a linear model. If your model needs a different engine, then you need to rethink your approach to the model. Remember, there are no IF, Max, or MIN statements in linear models.

Free Assignment Quote

Assured A++ Grade

Get guaranteed satisfaction & time on delivery in every assignment order you paid with us! We ensure premium quality solution document along with free turntin report!

All rights reserved! Copyrights ©2019-2020 ExpertsMind IT Educational Pvt Ltd