Question

In: Statistics and Probability

Over the past several months, an adult patient has been treated for tetany (severe muscle spasms)....

Over the past several months, an adult patient has been treated for tetany (severe muscle spasms). This condition is associated with an average total calcium level below 6 mg/dl. Recently, the patient's total calcium tests gave the following readings (in mg/dl). Assume that the population of x values has an approximately normal distribution. 9.5 8.8 10.5 8.5 9.4 9.8 10.0 9.9 11.2 12.1 (a) Use a calculator with mean and sample standard deviation keys to find the sample mean reading x and the sample standard deviation s. (Round your answers to two decimal places.) x = 9.97 mg/dl s = 1.08 mg/dl (b) Find a 99.9% confidence interval for the population mean of total calcium in this patient's blood. (Round your answer to two decimal places.) lower limit 8.34 mg/dl upper limit 11.60 mg/dl (c) Based on your results in part (b), do you think this patient still has a calcium deficiency? Explain. Yes. This confidence interval suggests that the patient may still have a calcium deficiency. Yes. This confidence interval suggests that the patient no longer has a calcium deficiency. No. This confidence interval suggests that the patient may still have a calcium deficiency. No. This confidence interval suggests that the patient no longer has a calcium deficiency.

Solutions

Expert Solution

Given

Assume that the population of x values has an approximately normal distribution.

Data :- 9.5 8.8 10.5 8.5 9.4 9.8 10.0 9.9 11.2 12.1

(a) Use a calculator with mean and sample standard deviation keys to find the sample mean reading x and the sample standard deviation s.

Formula :-

Sample mean = = ( 9.5 +8.8+ 10.5+ 8.5 +9.4 +9.8 +10.0 +9.9 +11.2 +12.1 ) / 10

                                       = 99.7 / 10 = 9.97

Sample mean = 9.97

Sample standard deviation s =

s =

s = 1.077085 1.08                     { after calculation }

Thus

Sample mean = 9.97 mg/dl

Sample standard deviation s = 1.08 mg/dl

(b) Find a 99.9% confidence interval for the population mean of total calcium in this patient's blood.

99% confidence interval is given by

CI = { - * , + *    }

Here is t-distributed with n-1 = 10-1 = 9 degree of freedom (DF) with = 0.001 { for 99.9% confidence }

It can be calculated from statistical book or from any software like R/Excel

From R

> qt(1-0.001 / 2 , df=9 )
[1] 4.780913

Thus = 4.780913

Hence confidence interval will be

CI = { - * , + *    }

    = { 9.97 - 4.780913 * , 9.97 + 4.780913 *    }

    = { 8.337194   , 11.60281 }

Thus LL = 8.337194    8.34 and    UL = 11.60281 11.60

Thus , 99.9% confidence interval for the population mean of total calcium in this patient's blood is { 8.34 ,11.60}

(c) Based on your results in part (b), do you think this patient still has a calcium deficiency?

Explain :-

Now , we are given that , an adult patient has been treated for tetany if an average total calcium level below 6 mg/dl.

Since our 99.9% confidence interval has both Lower Limit LL = 8.34 and Upper Limit UL = 11.60 both greater that 6 , so with 99.9% confidence we can say that we are 99.9% sure that this patient do not has any calcium deficiency .

hence Correct Option is

Q. Based on your results in part (b), do you think this patient still has a calcium deficiency? Explain.

Option 4) No. This confidence interval suggests that the patient no longer has a calcium deficiency.


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