In: Statistics and Probability
Let x be a random variable that represents white blood cell count per cubic milliliter of whole blood. Assume that x has a distribution that is approximately normal, with mean μ = 6350 and estimated standard deviation σ = 2000. A test result of x < 3500 is an indication of leukopenia. This indicates bone marrow depression that may be the result of a viral infection.
(a) What is the probability that, on a single test, x
is less than 3500? (Round your answer to four decimal
places.)
(b) Suppose a doctor uses the average x for two tests
taken about a week apart. What can we say about the probability
distribution of x?
a) The probability distribution of x is approximately normal with μx = 6350 and σx = 2000.
b) The probability distribution of x is approximately normal with μx = 6350 and σx = 1000.00.
c) The probability distribution of x is approximately normal with μx = 6350 and σx = 1414.21.
d) The probability distribution of x is not normal.
What is the probability of x < 3500? (Round your answer
to four decimal places.)
(c) Repeat part (b) for n = 3 tests taken a week apart.
(Round your answer to four decimal places.)
(d) Compare your answers to parts (a), (b), and (c). How did the
probabilities change as n increased?
a) The probabilities decreased as n increased.
b)The probabilities stayed the same as n increased.
c) The probabilities increased as n increased.
If a person had x < 3500 based on three tests, what conclusion would you draw as a doctor or a nurse?
a) It would be an extremely rare event for a person to have two or three tests below 3,500 purely by chance. The person probably has leukopenia.
b) It would be an extremely rare event for a person to have two or three tests below 3,500 purely by chance. The person probably does not have leukopenia.
c) It would be a common event for a person to have two or three tests below 3,500 purely by chance. The person probably has leukopenia.
d) It would be a common event for a person to have two or three tests below 3,500 purely by chance. The person probably does not have leukopenia.
Solution :
Given that ,
mean = = 6350
standard deviation = = 2000
a) P(x < 3500) = P[(x - ) / < (3500 - 6350) / 2000]
= P(z < -1.43)
Using z table,
= 0.0764
b) n = 2
= = 6350
= / n = 2000/ 2 = 1414.21
The probability distribution of x is approximately normal with μx = 6350 and σx = 1414.21
P( < 3500) = P(( - ) / < (3500 - 6350) / 1414.21)
= P(z < -2.02)
Using z table
= 0.0217
c) n = 3
= = 6350
= / n = 2000/ 3 = 1154.70
The probability distribution of x is approximately normal with μx = 6350 and σx = 1154.70
P( < 3500) = P(( - ) / < (3500 - 6350) / 1154.70)
= P(z < -2.47)
Using z table
= 0.0068
d) The probabilities decreased as n increased.
It would be an extremely rare event for a person to have two or three tests below 3,500 purely by chance. The person probably has leukopenia