Reference no: EM13991032
Compute questions 1- 3 using the order of operations.
1. (5-3)!/6 x (14 + 8/2)
2. 7 x ((11 - 6) - 32)
3. ((8 - 5)!2 + 24/3
An investigator wants to evaluate the relationship between diabetes type II and several health indicator variables. The investigator has identified 75 patients diagnosed with type II diabetes and 75 patients who are the same sex and age group but do not have diabetes. The investigator then questions each of the patients about their past eating habits, their current height and weight to calculate their BMI, as well as their family history of diabetes.
4. What type of study does the above scenario describe?
a. Case-Series
b. Prospective Cohort
c. Case-Control
d. Retrospective Cohort
5. The investigator asks them to specify how much added sugar they intake on a daily basis by using the following categories: minimal (primarily natural sugars), moderate (0 -40 grams), extreme (> 40 grams). What type of data does this represent?
a. Continuous
b. Categorical
c. Ordinal
d. Dichotomous
6. BMI is what type of data?
a. Continuous
b. Categorical
c. Ordinal
d. Dichotomous
7. The investigator asks the patients if they their mother has a history of diabetes (yes or no). What kind of data does this represent?
a. Continuous
b. Categorical
c. Ordinal
d. Dichotomous
The following are the temperatures of a group of children diagnosed with chicken pox. Use the data below to answer questions 8 - 21.
98.8 101.3 99.8 103.2 100.2 97.7 99.5 102.1 100.8 101.6
8. What is the sample mean temperature?
9. What is the sample median?
10. What is the variance?
11. What is the 25th percentile?
12. What is the 75th percentile?
13. What is the interquartile range (IQR)?
14. True or False: 97.7 is an outlier.
15. Choose from the following relative frequency histograms that correspond with the data broken into 3 groups, Group A: 97.0 - 99.9, Group B: 100.0 -101.9, Group C: 102.0 -103.9
![1940_Evaluate the relationship between diabetes type.jpg](https://secure.expertsmind.com/CMSImages/1940_Evaluate%20the%20relationship%20between%20diabetes%20type.jpg)
Let's introduce a new group of temperatures, Group D: 98.5 -101.5.
16. True or False: Group A and Group D are mutually exclusive.
17. True or False: Group C and Group D are mutually exclusive.
18. What does Group B U Group D mean?
a. B and D occur = {100.0 5 temperature 101.5}
b. B and D occur = {98.5 5 temperature 5 101.9}
c. B or D occur individually or both occur simultaneously = {100.0 temperature 5 101.5}
d. B or D occur individually or both occur simultaneously = {98.5 5 temperature 101.9}
19. What does B n D mean?
a. B and D occur = {100.0 5 temperature 5 101.5}
b. B and D occur = {98.5 5 temperature 5 101.9}
c. B or D occur individually or both occur simultaneously = {100.0 5 temperature 5101.5}
d. B or D occur individually or both occur simultaneously = {98.5 5 temperature 5 101.9}
Suppose the probability of a child with chicken pox having a temperature in Group B is 25% and the probability of a child with chicken pox having temperature in Group C is 42.5%.
20. What is the probability of a child having a temperature in Group B or Group C?
21. What is the probability of a child having a temperature not in Group C?
A study relating smoking history to several measures of cardiopulmonary disability was recently reported. The data below were presented relating the number of people with different disabilities according to cigarette-smoking status.
Cardiopulmonary Disability
|
Cigarette-Smoking Status
|
Non-Smoker
|
Ex-Smoker
|
< 15 g/day
|
≥15 g/day
|
Total
|
No Disability
|
565
|
628
|
595
|
456
|
|
Shortness of Breath
|
7
|
15
|
18
|
13
|
|
Angina
|
15
|
19
|
19
|
16
|
|
Possible Infarction
|
3
|
7
|
8
|
6
|
|
Total
|
|
|
|
|
2390
|
22. What is the prevalence of non-smokers in the sample?
23. What is the prevalence of no disability in the sample?
24. What is the probability of having a possible infarction AND being an ex-smoker?
25. What is the probability of angina AND a current smoker that smokes < 15 g/day?
26. What is the probability of shortness of breath given a current smoker who smokes 15 g/day (i.e. Pr(shortness of breath I 15 g/day))?
27. What is the probability of shortness of breath given a non-smoker?
28. True or False: The probability of shortness of breath and being a non-smoker are dependent events.
Exercise testing has sometimes been used to diagnose patients with coronary-artery disease. One test criterion that has been used to identify those with disease is the abnormal ejection fraction criterion; that is, an absolute rise of less than 0.05 with exercise. The validity of this noninvasive test was assessed in 196 patients versus coronary angiography, the gold standard, a procedure that can unequivocally diagnose the disease but the administration of which carries some risk for the patient.
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)
|
Angiography Positive
|
Angiography Negative
|
Total
|
Exercise Test Positive
|
81
|
21
|
102
|
Exercise Test Negative
|
31
|
63
|
94
|
Total
|
112
|
84
|
196
|
Define screen test positive as exercise test positive and diagnostic test positive as angiography positive.
29. What is the predictive value positive?
30. What is the predictive value negative?
31. What is the sensitivity?
32. What is the specificity?
33. Suppose the prevalence of coronary artery disease is 15%. What is the new predictive value positive based on the prevalence?
34. Suppose the prevalence of coronary artery disease is 15%. What is the new predictive value negative based on the prevalence?
Use the following graph to answer questions 35 -46.
![426_Curves.jpg](https://secure.expertsmind.com/CMSImages/426_Curves.jpg)
35. Which curve does not have the same mean as the other three curves?
a. Curve A
b. Curve B
c. Curve C
d. Curve D
36. Which curve has the smallest variance?
a. Curve A
b. Curve B
c. Curve C
d. Curve D
37. Which curve has the largest variance?
a. Curve A
b. Curve B
c. Curve C
d. Curve D
38. What is the mean of curve A?
39. For Curve A, what is the standardized Z-score for X = -2.5 assuming a = 1.65?
40. For Curve A, what is the Pr(X < -2.5) assuming a = 1.65?
41. What is the mean of Curve D?
42. For curve D, what is the standardized Z-score for X = 1.6 assuming a = 2.5?
43. For Curve D, what is the Pr(X > 0.64) assuming a = 2.5?
Suppose curves A, B, C, and D represent the change in temperature for new fever reducer medication. You sample 40 patients at random from Group A which has a = 1.65 and mean computed in question 38.
44. What is the standard error of the mean for Group A?
45. What is the standardized Z-score for the temperature difference of -3.2?
46. What is the standardized Z-score for no temperature difference?
A new medication has been released to treat chicken pox with an estimated probability of successful treatment of 83%. A sample of 25 patients who were recently diagnosed with chicken pox is prescribed the new medication.
47. What is the probability that exactly 22 patients will be successfully treated of the chicken pox with the new drug?
48. What is the probability that all patients will be successfully treated of the chicken pox with the new drug?
49. What is the probability that at least 22 patients will be successfully treated of the chicken pox with new drug?
50. What is the expected number of patients to be successfully treated of the chicken pox?